Electrotarsogram Responses of Varroa destructor, a Primary Pest of Western Honey Bees (Apis mellifera L.)
Michael Light & Joel Goodwin
2018-03-18
Introduction
Background Information
Honeybees are very important organisms to the world at large. Honeybees are important pollinators of flowering plants, and thus are essential to the agriculture industry. Despite their vital importance, honeybee populations have been declining for nearly thirty years. One of the main reasons for this decline in honeybee numbers is the Varroa mite (Varroa destructor), an external parasite of honeybees. Varroa mites are responsible for causing Varroosis in honeybees, weakening adult bees by feeding on their haemolymph and thereby increasing their susceptibility to other diseases. The current protocol in place to help rid honeybee colonies of Varroa mites is through miticides. However, this method of pest control is not sustainable as the use of miticides may further weaken the honeybees or contaminate hive products. More importantly, an increase in resistance to miticides by Varroa mites has been seen. Consequently, it is imperative to develop a new means of controlling these pests to increase honeybee populations in the long term.
Research Objectives
This research aims to examine various odorants and their effects on both Varroa mites and honeybees to analyze their attractant or repellent properties on the two species. Additionally, the effects of the odorants on honeybee and Varroa mite behaviour, as well as effects on in-hive production, will be examined.
The outcome of this research project will be to implement the use of odorants as a more sustainable means of controlling Varroa mite populations, without the use of toxic pesticides. Successful implementation of the results of this study could help slow the decline of honeybee populations worldwide by decreasing the presence of Varroa mites in honeybee colonies.
Progress
Over the summer, Mike conducted electrotarsograms (ETGs) on Varroa mites to examine their physiological sensitivity to several previously identified attractive odourants.
ETGs on Varroa mites were conducted using single odourants previously identified as evoking a response in Varroa mites, and were tested in four different concentrations (10ng, 1ng, 100μg, 10μg). These are typical concentrations used in ETG studies and often encompass concentrations close to what Varroa mites would encounter in their natural environment. Relative to a control stimulus, these reactions can be used to infer the relative importance of each odourant to Varroa mites in the hive environment.
Questions
The questions we want to answer from the dataset are as follows:
1. Are there mite trials that are outliers?
2. Are there odours which consistantly evoke a response?
3. Are there concentration-dependent trends?
4. Can we quantify and account for between-trial (between-mite) variability?
Loading Data
my.df <- read_csv('DataForR.csv')## Parsed with column specification:
## cols(
## trial = col_integer(),
## odour = col_character(),
## conc = col_double(),
## percent = col_double(),
## gb = col_character(),
## normalized = col_double()
## )Look at Data
str(my.df)## Classes 'tbl_df', 'tbl' and 'data.frame': 1165 obs. of 6 variables:
## $ trial : int 1 1 1 1 1 1 1 1 1 1 ...
## $ odour : chr "2-Hydroxyhexanoic Acid (DCM)" "2-Hydroxyhexanoic Acid (DCM)" "2-Hydroxyhexanoic Acid (DCM)" "Methyl Palmitate" ...
## $ conc : num 0.01 0.1 1 0.01 0 10 0.01 1 0.01 0.1 ...
## $ percent : num 53.6 142.5 157.9 137.7 100 ...
## $ gb : chr "Good" "Good" "Good" "Good" ...
## $ normalized: num 13.3 129.8 136.7 127.4 100 ...
## - attr(*, "spec")=List of 2
## ..$ cols :List of 6
## .. ..$ trial : list()
## .. .. ..- attr(*, "class")= chr "collector_integer" "collector"
## .. ..$ odour : list()
## .. .. ..- attr(*, "class")= chr "collector_character" "collector"
## .. ..$ conc : list()
## .. .. ..- attr(*, "class")= chr "collector_double" "collector"
## .. ..$ percent : list()
## .. .. ..- attr(*, "class")= chr "collector_double" "collector"
## .. ..$ gb : list()
## .. .. ..- attr(*, "class")= chr "collector_character" "collector"
## .. ..$ normalized: list()
## .. .. ..- attr(*, "class")= chr "collector_double" "collector"
## ..$ default: list()
## .. ..- attr(*, "class")= chr "collector_guess" "collector"
## ..- attr(*, "class")= chr "col_spec"summary(my.df)## trial odour conc percent
## Min. : 1.00 Length:1165 Min. : 0.000 Min. : 17.59
## 1st Qu.: 9.00 Class :character 1st Qu.: 0.010 1st Qu.: 78.07
## Median :13.00 Mode :character Median : 0.100 Median : 100.00
## Mean :12.22 Mean : 2.665 Mean : 117.17
## 3rd Qu.:16.00 3rd Qu.: 1.000 3rd Qu.: 125.02
## Max. :18.00 Max. :10.000 Max. :2507.58
## gb normalized
## Length:1165 Min. :-368.60
## Class :character 1st Qu.: 71.91
## Mode :character Median : 100.00
## Mean : 89.80
## 3rd Qu.: 120.01
## Max. : 196.01hist(my.df$normalized,
xlab="Normalized ETG Response", ylab="Frequency",
main="Frequency of Normalized ETG Responses")
p <- ggplot(data=my.df, aes(normalized))
p + geom_density()
Doing this produces a histogram of the percent reaction by Varroa mites. This is an easy way to see how the data is distributed.
Changing Trial number and Concentration to Factors
#change integer to factor for trials
my.df$trial<-factor(my.df$trial)
#lists the levels of factors
levels(my.df$trial)## [1] "1" "2" "4" "5" "6" "7" "8" "9" "10" "11" "12" "13" "14" "15"
## [15] "16" "17" "18"#change number to factor for concentration "conc"
my.df$conc<-factor(my.df$conc)
levels(my.df$conc)## [1] "0" "0.01" "0.1" "1" "10"# types of odours
my.df$odour<-factor(my.df$odour)
levels(my.df$odour)## [1] "1-Hexadecanol" "2-Heptanol"
## [3] "2-Heptanone" "2-Hydroxyhexanoic Acid (DCM)"
## [5] "2-Nonanal" "Benzoic Acid"
## [7] "Butyric Acid" "Dodecyl Aldehyde"
## [9] "Ethyl Palmitate" "Geraniol"
## [11] "Heptacosane" "Heptadecane"
## [13] "Hexadecanal" "Hexane"
## [15] "Methyl Oleate" "Methyl Palmitate"
## [17] "Octadecanol" "Octanoic Acid"
## [19] "Palmitic Acid" "trans-Nerolidol"Creating a Faceted Plot for All Odours at All Concentrations
ggplot(my.df)+
geom_boxplot(aes(x=conc,y= (normalized - 100), group= conc))+
xlab("Concentration")+ylab("Response to Odour")+ggtitle("Faceted ETG Plots")+
theme_bw(10)+
facet_wrap(~odour)
Step1: Filter Out Bad Runs
We discovered that all runs with these odours were highly variable and produced messy plots, so we will remove them for now.
good_runs<- filter(my.df,
!(odour %in% c("1-Hexadecanol", "Methyl Palmitate", "Hexane", "Palmitic Acid" )))Step2: Normalize Scores at Zero Instead of 100
subsetted <- mutate(good_runs,
Zresponse = normalized - 100)Look at Normalized Data Distribution
hist(subsetted$Zresponse,xlab="Normalized ETG Response",ylab="Frequency", main="Frequency of Normalized ETG Responses")
Step3: Filter Out Negative Responses
A negative response makes no sense physiologically, so this is an indication of a bad run. We remove these negative values from analysis by making them NA.
nonegatives <- subsetted %>%
mutate(Zresponse= ifelse(Zresponse <0, NA, Zresponse))
str(nonegatives)## Classes 'tbl_df', 'tbl' and 'data.frame': 706 obs. of 7 variables:
## $ trial : Factor w/ 17 levels "1","2","4","5",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ odour : Factor w/ 20 levels "1-Hexadecanol",..: 4 4 4 15 12 12 12 2 5 5 ...
## $ conc : Factor w/ 5 levels "0","0.01","0.1",..: 2 3 4 5 2 3 4 3 2 3 ...
## $ percent : num 53.6 142.5 157.9 202.7 44.1 ...
## $ gb : chr "Good" "Good" "Good" "Good" ...
## $ normalized: num 13.3 129.8 136.7 150.7 -27 ...
## $ Zresponse : num NA 29.8 36.7 50.7 NA ...Step4: Make the Plot
Now that we have manipulated the data in a way that is useful to us, we will make our faceted plot.
ggplot(nonegatives)+
geom_boxplot(aes(x=conc,y= Zresponse, group= conc))+
xlab("Concentration")+ylab("Normalized Percent Reaction")+ggtitle("Faceted ETG Plots")+
theme_bw(10)+
facet_wrap(~odour)## Warning: Removed 366 rows containing non-finite values (stat_boxplot).
From this plot, we can see the overall trend in ETG responses from Varroa mites at each concentration for each compound tested.
Taking temperature and humidity into account
We are still waiting on better temperature and humidity data. We have been in touch with someone regarding this.
absoluteweather<- read.csv('absoluteweather.csv')
library(tidyverse)
absoluteweather$conc <- factor(absoluteweather$conc)
absoluteweather$trial <- factor(absoluteweather$trial)
str(absoluteweather)## 'data.frame': 1165 obs. of 13 variables:
## $ trial : Factor w/ 17 levels "1","2","4","5",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ odour : Factor w/ 20 levels "1-Hexadecanol",..: 4 4 4 16 14 15 1 16 12 12 ...
## $ conc : Factor w/ 5 levels "0","0.01","0.1",..: 2 3 4 2 1 5 2 4 2 3 ...
## $ absamp : num 3.02 8.09 9 7.95 5.91 ...
## $ linearhex : num 5.64 5.67 5.7 5.77 5.91 ...
## $ percent : num 53.6 142.5 157.9 137.7 100 ...
## $ normalized: num 13.3 129.8 136.7 127.4 100 ...
## $ gb : Factor w/ 2 levels "Bad","Good": 2 2 2 2 2 2 2 2 2 2 ...
## $ humid : num 69 69 69.1 69.2 69.3 ...
## $ temp : num 20.8 20.8 20.8 20.7 20.7 ...
## $ dewp : num 14.9 14.9 14.9 14.9 14.9 ...
## $ hour : num 2013 2014 2014 2016 2019 ...
## $ min : num 13.1 13.8 14.5 16 18.9 ...ggplot(data = absoluteweather, mapping = aes(humid, absamp)) +
geom_jitter(aes(colour = absoluteweather$trial), width = 0.25) +
ggtitle("Amplitude vs Humidity")
ggplot(data = absoluteweather, mapping = aes(temp, absamp)) +
geom_jitter(aes(colour = absoluteweather$trial), width = 0.25) +
ggtitle("Amplitude vs Temperature")
ggplot(data = absoluteweather, mapping = aes(dewp, absamp)) +
geom_jitter(aes(colour = absoluteweather$trial), width = 0.25) +
ggtitle("Amplitude vs Dewpoint")
ggplot(data = absoluteweather, mapping = aes(absamp))+
geom_histogram(bins = 50)
# correlations
cor(absoluteweather$absamp, absoluteweather$temp)## [1] -0.4868699cov(absoluteweather$absamp, absoluteweather$temp)## [1] -234.6016corr_amp_tempr <- cor.test(x=absoluteweather$absamp,
y=absoluteweather$temp, method = 'spearman')## Warning in cor.test.default(x = absoluteweather$absamp, y = absoluteweather
## $temp, : Cannot compute exact p-value with tiescorr_amp_tempr##
## Spearman's rank correlation rho
##
## data: absoluteweather$absamp and absoluteweather$temp
## S = 367540000, p-value < 2.2e-16
## alternative hypothesis: true rho is not equal to 0
## sample estimates:
## rho
## -0.3946761corr_amp_humid <- cor.test(x=absoluteweather$absamp,
y=absoluteweather$humid, method = 'spearman')## Warning in cor.test.default(x = absoluteweather$absamp, y = absoluteweather
## $humid, : Cannot compute exact p-value with tiescorr_amp_humid##
## Spearman's rank correlation rho
##
## data: absoluteweather$absamp and absoluteweather$humid
## S = 103650000, p-value < 2.2e-16
## alternative hypothesis: true rho is not equal to 0
## sample estimates:
## rho
## 0.606672corr_amp_dewp<- cor.test(x=absoluteweather$absamp,
y=absoluteweather$dewp, method = 'spearman')## Warning in cor.test.default(x = absoluteweather$absamp, y = absoluteweather
## $dewp, : Cannot compute exact p-value with tiescorr_amp_dewp##
## Spearman's rank correlation rho
##
## data: absoluteweather$absamp and absoluteweather$dewp
## S = 195510000, p-value < 2.2e-16
## alternative hypothesis: true rho is not equal to 0
## sample estimates:
## rho
## 0.2580989library(fifer)## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## selectspearman.plot(absoluteweather$absamp, absoluteweather$temp)
weather_matrix <- data.matrix(absoluteweather[7:10], rownames.force = NA)pairs(weather_matrix) # plots all the stuff simultaneiously
Plotting absolute amplitude (corrected to Hexane blank) versus time of trial.
absoluteweather <- read.csv('absoluteweather.csv')
str(absoluteweather)## 'data.frame': 1165 obs. of 13 variables:
## $ trial : int 1 1 1 1 1 1 1 1 1 1 ...
## $ odour : Factor w/ 20 levels "1-Hexadecanol",..: 4 4 4 16 14 15 1 16 12 12 ...
## $ conc : num 0.01 0.1 1 0.01 0 10 0.01 1 0.01 0.1 ...
## $ absamp : num 3.02 8.09 9 7.95 5.91 ...
## $ linearhex : num 5.64 5.67 5.7 5.77 5.91 ...
## $ percent : num 53.6 142.5 157.9 137.7 100 ...
## $ normalized: num 13.3 129.8 136.7 127.4 100 ...
## $ gb : Factor w/ 2 levels "Bad","Good": 2 2 2 2 2 2 2 2 2 2 ...
## $ humid : num 69 69 69.1 69.2 69.3 ...
## $ temp : num 20.8 20.8 20.8 20.7 20.7 ...
## $ dewp : num 14.9 14.9 14.9 14.9 14.9 ...
## $ hour : num 2013 2014 2014 2016 2019 ...
## $ min : num 13.1 13.8 14.5 16 18.9 ...absoluteweather$trial <- as.factor(absoluteweather$trial)
absoluteweather$conc <- as.factor(absoluteweather$conc)Step1: Normalize scores at zero
subsetted <- mutate(absoluteweather,
Zresponse = normalized - 100)Step2: Filter out negative responses
nonegatives <- subsetted %>%
mutate(Zresponse= ifelse(Zresponse <0, NA, Zresponse))
str(nonegatives$Zresponse)## num [1:1165] NA 29.8 36.7 27.4 0 ...ETG amplitude plots faceted by trial
ggplot(data = nonegatives, aes(min, absamp))+
geom_jitter(aes(colour = nonegatives$odour), width = 0.25)+
xlab("Time")+ylab("Absamp")+ggtitle("Faceted ETG Plots")+
theme_bw(10)+
facet_wrap(~trial)
Cut out the Noisy Trails
goodtrials <- nonegatives[nonegatives$trial %in% c(1:8,11, 12), ]
str(goodtrials)## 'data.frame': 453 obs. of 14 variables:
## $ trial : Factor w/ 17 levels "1","2","4","5",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ odour : Factor w/ 20 levels "1-Hexadecanol",..: 4 4 4 16 14 15 1 16 12 12 ...
## $ conc : Factor w/ 5 levels "0","0.01","0.1",..: 2 3 4 2 1 5 2 4 2 3 ...
## $ absamp : num 3.02 8.09 9 7.95 5.91 ...
## $ linearhex : num 5.64 5.67 5.7 5.77 5.91 ...
## $ percent : num 53.6 142.5 157.9 137.7 100 ...
## $ normalized: num 13.3 129.8 136.7 127.4 100 ...
## $ gb : Factor w/ 2 levels "Bad","Good": 2 2 2 2 2 2 2 2 2 2 ...
## $ humid : num 69 69 69.1 69.2 69.3 ...
## $ temp : num 20.8 20.8 20.8 20.7 20.7 ...
## $ dewp : num 14.9 14.9 14.9 14.9 14.9 ...
## $ hour : num 2013 2014 2014 2016 2019 ...
## $ min : num 13.1 13.8 14.5 16 18.9 ...
## $ Zresponse : num NA 29.8 36.7 27.4 0 ...remove(subsetted)Histogram of the normalized data
ggplot(data = nonegatives, mapping = aes(Zresponse))+
geom_histogram(bins = 50)## Warning: Removed 577 rows containing non-finite values (stat_bin).
Analysis of Variance (ANOVA)
plot(aov_out <- aov(Zresponse~odour*conc*trial, data = goodtrials))## Warning: not plotting observations with leverage one:
## 1, 2, 5, 6, 8, 12, 13, 14, 19, 21, 22, 23, 24, 25, 26, 28, 31, 32, 33, 38, 39, 40, 43, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 64, 65, 67, 68, 69, 70, 71, 85, 86, 87, 88, 89, 90, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 116, 117, 118, 119, 120, 125, 126, 127, 128, 129, 131, 132, 136, 137, 140, 141, 146, 153, 157, 158, 159, 162, 165, 166, 167, 168, 175, 176, 177, 178, 179, 181, 182, 183, 184, 185, 189, 190, 191, 192, 193, 194, 195, 196, 197, 203, 204, 205, 206, 207, 208, 209, 210, 215, 216, 217, 220
## Warning: not plotting observations with leverage one:
## 1, 2, 5, 6, 8, 12, 13, 14, 19, 21, 22, 23, 24, 25, 26, 28, 31, 32, 33, 38, 39, 40, 43, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 64, 65, 67, 68, 69, 70, 71, 85, 86, 87, 88, 89, 90, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 116, 117, 118, 119, 120, 125, 126, 127, 128, 129, 131, 132, 136, 137, 140, 141, 146, 153, 157, 158, 159, 162, 165, 166, 167, 168, 175, 176, 177, 178, 179, 181, 182, 183, 184, 185, 189, 190, 191, 192, 193, 194, 195, 196, 197, 203, 204, 205, 206, 207, 208, 209, 210, 215, 216, 217, 220
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
summary(aov_out)## Df Sum Sq Mean Sq F value Pr(>F)
## odour 18 34745 1930 6.580 3.18e-09 ***
## conc 3 770 257 0.875 0.4581
## trial 8 36778 4597 15.671 4.95e-13 ***
## odour:conc 36 8820 245 0.835 0.7195
## odour:trial 46 20590 448 1.526 0.0538 .
## conc:trial 22 5605 255 0.869 0.6331
## odour:conc:trial 20 3987 199 0.680 0.8329
## Residuals 71 20829 293
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 228 observations deleted due to missingnessMessing Around With Models
library(tidyverse)
library(modelr)
options(na.action = na.warn)ggplot(goodtrials, aes(trial, absamp))+
geom_point(aes(colour=odour))
That plot looks too spread out, so let’s log transform the data and try again
goodtrials$logging <- log(goodtrials$absamp)
ggplot(goodtrials, aes(trial, logging))+
geom_jitter(aes(colour=odour))+
xlab("Trial")+ylab("Log(Absolute Amplitude of Response)")
gucci<- filter(goodtrials,
!(odour %in% c("1-Hexadecanol", "Methyl Palmitate", "Hexane", "Palmitic Acid" )))Poisson GLM
These aren’t count data, so we don’t anticipate the poisson model to fit very well.
mod01 <- glm(I(as.integer(gucci$Zresponse))~conc+odour, data = gucci, poisson)## Warning: Dropping 160 rows with missing valuespar(mfrow=c(2, 2))
summary(mod01)##
## Call:
## glm(formula = I(as.integer(gucci$Zresponse)) ~ conc + odour,
## family = poisson, data = gucci)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -8.3223 -3.4985 -0.7304 2.4474 8.2475
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.92806 0.07993 36.633 < 2e-16 ***
## conc0.1 0.12707 0.05345 2.377 0.01744 *
## conc1 0.22926 0.05261 4.358 1.31e-05 ***
## conc10 -0.04868 0.05964 -0.816 0.41436
## odour2-Heptanone 0.25672 0.11962 2.146 0.03186 *
## odour2-Hydroxyhexanoic Acid (DCM) 0.24729 0.09133 2.708 0.00678 **
## odour2-Nonanal 0.35450 0.08657 4.095 4.22e-05 ***
## odourBenzoic Acid -0.69356 0.13930 -4.979 6.40e-07 ***
## odourButyric Acid -0.50406 0.16233 -3.105 0.00190 **
## odourDodecyl Aldehyde 0.03866 0.14195 0.272 0.78532
## odourEthyl Palmitate -0.17133 0.27055 -0.633 0.52656
## odourGeraniol -0.71717 0.16899 -4.244 2.20e-05 ***
## odourHeptacosane -0.03562 0.14921 -0.239 0.81134
## odourHeptadecane 0.52008 0.08242 6.310 2.79e-10 ***
## odourHexadecanal 0.60396 0.08908 6.780 1.20e-11 ***
## odourMethyl Oleate 0.66536 0.08303 8.013 1.12e-15 ***
## odourOctadecanol -0.57679 0.32639 -1.767 0.07719 .
## odourOctanoic Acid -0.05128 0.10461 -0.490 0.62398
## odourtrans-Nerolidol -0.62392 0.16655 -3.746 0.00018 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 2142.0 on 108 degrees of freedom
## Residual deviance: 1696.7 on 90 degrees of freedom
## (160 observations deleted due to missingness)
## AIC: 2228.1
##
## Number of Fisher Scoring iterations: 5Gaussian GLM
mod02 <- glm(Zresponse~conc+odour, data = gucci)## Warning: Dropping 160 rows with missing valuespar(mfrow=c(2, 2))
summary(mod02)##
## Call:
## glm(formula = Zresponse ~ conc + odour, data = gucci)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -36.565 -14.599 -2.835 11.036 56.098
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 18.4157 8.6300 2.134 0.0356 *
## conc0.1 3.4408 6.2746 0.548 0.5848
## conc1 6.3403 6.3140 1.004 0.3180
## conc10 -0.9955 6.7414 -0.148 0.8829
## odour2-Heptanone 6.3594 13.5516 0.469 0.6400
## odour2-Hydroxyhexanoic Acid (DCM) 6.1394 10.0809 0.609 0.5440
## odour2-Nonanal 8.9422 9.6888 0.923 0.3585
## odourBenzoic Acid -9.5201 11.3728 -0.837 0.4048
## odourButyric Acid -7.1927 13.6944 -0.525 0.6007
## odourDodecyl Aldehyde 0.5698 15.0625 0.038 0.9699
## odourEthyl Palmitate -1.9607 24.3939 -0.080 0.9361
## odourGeraniol -11.1482 13.5336 -0.824 0.4123
## odourHeptacosane -0.6370 15.2993 -0.042 0.9669
## odourHeptadecane 13.9834 9.4044 1.487 0.1405
## odourHexadecanal 17.0364 10.6542 1.599 0.1133
## odourMethyl Oleate 19.4371 9.8322 1.977 0.0511 .
## odourOctadecanol -7.2124 24.3939 -0.296 0.7682
## odourOctanoic Acid -1.1539 10.9092 -0.106 0.9160
## odourtrans-Nerolidol -9.5458 13.6894 -0.697 0.4874
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 521.8397)
##
## Null deviance: 57674 on 108 degrees of freedom
## Residual deviance: 46966 on 90 degrees of freedom
## (160 observations deleted due to missingness)
## AIC: 1010.5
##
## Number of Fisher Scoring iterations: 2plot(mod02)## Warning: not plotting observations with leverage one:
## 140, 217## Warning: not plotting observations with leverage one:
## 140, 217
Assessment of the Gaussian GLM
This model appears to fit the data better than the poisson model.
Binomial GLM
These data aren’t binomial, but we wanted to fit a binomial model anyway just to see what it would look like.
bindf <- gucci %>%
mutate(BinZresponse= ifelse(Zresponse > 0, 1, 0))
mod03 <- glm(bindf$BinZresponse~conc+odour, data = bindf, binomial)## Warning: Dropping 160 rows with missing values## Warning: glm.fit: algorithm did not convergepar(mfrow=c(2, 2))
summary(mod03)##
## Call:
## glm(formula = bindf$BinZresponse ~ conc + odour, family = binomial,
## data = bindf)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## 2.409e-06 2.409e-06 2.409e-06 2.409e-06 2.409e-06
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.657e+01 1.345e+05 0 1
## conc0.1 1.045e-08 9.782e+04 0 1
## conc1 9.134e-08 9.843e+04 0 1
## conc10 2.327e-07 1.051e+05 0 1
## odour2-Heptanone 2.105e-07 2.113e+05 0 1
## odour2-Hydroxyhexanoic Acid (DCM) 6.163e-07 1.572e+05 0 1
## odour2-Nonanal 2.031e-07 1.510e+05 0 1
## odourBenzoic Acid -3.005e-07 1.773e+05 0 1
## odourButyric Acid 1.590e-07 2.135e+05 0 1
## odourDodecyl Aldehyde -1.590e-07 2.348e+05 0 1
## odourEthyl Palmitate 4.537e-06 3.803e+05 0 1
## odourGeraniol -3.584e-07 2.110e+05 0 1
## odourHeptacosane 2.903e-07 2.385e+05 0 1
## odourHeptadecane 2.075e-07 1.466e+05 0 1
## odourHexadecanal -1.734e-07 1.661e+05 0 1
## odourMethyl Oleate 2.105e-07 1.533e+05 0 1
## odourOctadecanol 4.537e-06 3.803e+05 0 1
## odourOctanoic Acid 2.498e-07 1.701e+05 0 1
## odourtrans-Nerolidol 2.402e-07 2.134e+05 0 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 0.0000e+00 on 108 degrees of freedom
## Residual deviance: 6.3237e-10 on 90 degrees of freedom
## (160 observations deleted due to missingness)
## AIC: 38
##
## Number of Fisher Scoring iterations: 25plot(mod03)## Warning: not plotting observations with leverage one:
## 140, 217## Warning: not plotting observations with leverage one:
## 140, 217
Assessment of the Binomial GLM
This model appears to fit the data terribly
GLMM
Loading the required package
library(lme4)## Loading required package: Matrix##
## Attaching package: 'Matrix'## The following object is masked from 'package:tidyr':
##
## expandRunning the model
Next, run the model and take random trial effects into account
glmm1 <- glmer(Zresponse ~ conc*odour + (1| trial),
data = gucci, family = gaussian)## Warning in glmer(Zresponse ~ conc * odour + (1 | trial), data = gucci,
## family = gaussian): calling glmer() with family=gaussian (identity link) as
## a shortcut to lmer() is deprecated; please call lmer() directly## Warning: Dropping 160 rows with missing values
## Warning: Dropping 160 rows with missing values
## Warning: Dropping 160 rows with missing values## fixed-effect model matrix is rank deficient so dropping 13 columns / coefficientssummary(glmm1)## Linear mixed model fit by REML ['lmerMod']
## Formula: Zresponse ~ conc * odour + (1 | trial)
## Data: gucci
##
## REML criterion at convergence: 546.9
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -1.6306 -0.4561 0.0000 0.3791 1.7769
##
## Random effects:
## Groups Name Variance Std.Dev.
## trial (Intercept) 534.0 23.11
## Residual 300.8 17.34
## Number of obs: 109, groups: trial, 9
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -43.035 20.059 -2.145
## conc0.1 67.803 20.800 3.260
## conc1 54.491 20.253 2.691
## conc10 49.683 22.579 2.200
## odour2-Heptanone 94.892 26.024 3.646
## odour2-Hydroxyhexanoic Acid (DCM) 64.478 20.825 3.096
## odour2-Nonanal 57.453 20.197 2.845
## odourBenzoic Acid 69.121 27.499 2.514
## odourButyric Acid 79.587 26.024 3.058
## odourDodecyl Aldehyde 36.802 22.032 1.670
## odourEthyl Palmitate 14.291 21.504 0.665
## odourGeraniol 35.275 22.032 1.601
## odourHeptacosane 71.919 26.024 2.764
## odourHeptadecane 78.813 20.307 3.881
## odourHexadecanal 66.325 20.168 3.289
## odourMethyl Oleate 84.681 21.395 3.958
## odourOctadecanol 21.761 22.032 0.988
## odourOctanoic Acid 63.972 22.546 2.837
## odourtrans-Nerolidol 77.220 23.264 3.319
## conc0.1:odour2-Heptanone -62.644 32.158 -1.948
## conc1:odour2-Heptanone -80.663 31.807 -2.536
## conc10:odour2-Heptanone -55.408 33.336 -1.662
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -77.044 26.277 -2.932
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -48.284 24.449 -1.975
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -26.474 27.244 -0.972
## conc0.1:odour2-Nonanal -50.093 24.973 -2.006
## conc1:odour2-Nonanal -32.531 24.026 -1.354
## conc10:odour2-Nonanal -31.567 25.833 -1.222
## conc0.1:odourBenzoic Acid -57.782 30.144 -1.917
## conc1:odourBenzoic Acid -60.886 33.379 -1.824
## conc10:odourBenzoic Acid -53.887 30.803 -1.749
## conc1:odourButyric Acid -46.937 31.807 -1.476
## conc10:odourButyric Acid -72.495 31.496 -2.302
## conc0.1:odourDodecyl Aldehyde -30.185 29.536 -1.022
## conc1:odourDodecyl Aldehyde -2.749 28.991 -0.095
## conc0.1:odourGeraniol -39.830 29.536 -1.349
## conc1:odourGeraniol -25.661 26.595 -0.965
## conc0.1:odourHeptacosane -54.310 30.152 -1.801
## conc0.1:odourHeptadecane -81.503 24.427 -3.337
## conc1:odourHeptadecane -43.332 24.507 -1.768
## conc10:odourHeptadecane -55.687 25.387 -2.194
## conc0.1:odourHexadecanal -68.803 26.022 -2.644
## conc1:odourHexadecanal -49.837 25.786 -1.933
## conc10:odourHexadecanal -48.555 29.932 -1.622
## conc0.1:odourMethyl Oleate -71.909 25.052 -2.870
## conc1:odourMethyl Oleate -42.866 24.965 -1.717
## conc10:odourMethyl Oleate -58.363 27.226 -2.144
## conc0.1:odourOctanoic Acid -69.043 26.239 -2.631
## conc1:odourOctanoic Acid -49.434 25.707 -1.923
## conc0.1:odourtrans-Nerolidol -75.123 30.152 -2.492
## conc1:odourtrans-Nerolidol -69.401 29.757 -2.332##
## Correlation matrix not shown by default, as p = 51 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need it## fit warnings:
## fixed-effect model matrix is rank deficient so dropping 13 columns / coefficientsplot(glmm1)
print(glmm1, correlation=TRUE)## Linear mixed model fit by REML ['lmerMod']
## Formula: Zresponse ~ conc * odour + (1 | trial)
## Data: gucci
## REML criterion at convergence: 546.8744
## Random effects:
## Groups Name Std.Dev.
## trial (Intercept) 23.11
## Residual 17.34
## Number of obs: 109, groups: trial, 9
## Fixed Effects:
## (Intercept)
## -43.035
## conc0.1
## 67.803
## conc1
## 54.491
## conc10
## 49.683
## odour2-Heptanone
## 94.892
## odour2-Hydroxyhexanoic Acid (DCM)
## 64.478
## odour2-Nonanal
## 57.453
## odourBenzoic Acid
## 69.121
## odourButyric Acid
## 79.587
## odourDodecyl Aldehyde
## 36.802
## odourEthyl Palmitate
## 14.291
## odourGeraniol
## 35.275
## odourHeptacosane
## 71.919
## odourHeptadecane
## 78.813
## odourHexadecanal
## 66.325
## odourMethyl Oleate
## 84.681
## odourOctadecanol
## 21.761
## odourOctanoic Acid
## 63.972
## odourtrans-Nerolidol
## 77.220
## conc0.1:odour2-Heptanone
## -62.644
## conc1:odour2-Heptanone
## -80.663
## conc10:odour2-Heptanone
## -55.408
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM)
## -77.044
## conc1:odour2-Hydroxyhexanoic Acid (DCM)
## -48.284
## conc10:odour2-Hydroxyhexanoic Acid (DCM)
## -26.474
## conc0.1:odour2-Nonanal
## -50.093
## conc1:odour2-Nonanal
## -32.531
## conc10:odour2-Nonanal
## -31.567
## conc0.1:odourBenzoic Acid
## -57.782
## conc1:odourBenzoic Acid
## -60.886
## conc10:odourBenzoic Acid
## -53.887
## conc1:odourButyric Acid
## -46.937
## conc10:odourButyric Acid
## -72.495
## conc0.1:odourDodecyl Aldehyde
## -30.185
## conc1:odourDodecyl Aldehyde
## -2.749
## conc0.1:odourGeraniol
## -39.830
## conc1:odourGeraniol
## -25.661
## conc0.1:odourHeptacosane
## -54.310
## conc0.1:odourHeptadecane
## -81.503
## conc1:odourHeptadecane
## -43.332
## conc10:odourHeptadecane
## -55.687
## conc0.1:odourHexadecanal
## -68.803
## conc1:odourHexadecanal
## -49.837
## conc10:odourHexadecanal
## -48.555
## conc0.1:odourMethyl Oleate
## -71.909
## conc1:odourMethyl Oleate
## -42.866
## conc10:odourMethyl Oleate
## -58.363
## conc0.1:odourOctanoic Acid
## -69.043
## conc1:odourOctanoic Acid
## -49.434
## conc0.1:odourtrans-Nerolidol
## -75.123
## conc1:odourtrans-Nerolidol
## -69.401
## fit warnings:
## fixed-effect model matrix is rank deficient so dropping 13 columns / coefficientsvcov(glmm1)## 51 x 51 Matrix of class "dpoMatrix"
## (Intercept) conc0.1
## (Intercept) 402.364913 -331.409631
## conc0.1 -331.409631 432.642757
## conc1 -335.228902 324.748843
## conc10 -345.333805 335.784824
## odour2-Heptanone -348.470243 332.644175
## odour2-Hydroxyhexanoic Acid (DCM) -347.251765 340.417820
## odour2-Nonanal -333.726420 325.222922
## odourBenzoic Acid -357.504243 332.417744
## odourButyric Acid -348.470243 332.644175
## odourDodecyl Aldehyde -3.136438 -3.140648
## odourEthyl Palmitate -1.725177 -3.183874
## odourGeraniol -3.136438 -3.140648
## odourHeptacosane -348.470243 332.644175
## odourHeptadecane -336.444305 323.167712
## odourHexadecanal -333.996411 325.341713
## odourMethyl Oleate -346.379285 334.737941
## odourOctadecanol -3.136438 -3.140648
## odourOctanoic Acid -343.382171 333.985809
## odourtrans-Nerolidol -352.987243 332.530960
## conc0.1:odour2-Heptanone 331.409631 -432.642757
## conc1:odour2-Heptanone 335.228902 -324.748843
## conc10:odour2-Heptanone 345.333805 -335.784824
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 333.161942 -437.491722
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 336.461370 -330.587110
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 344.820958 -343.580081
## conc0.1:odour2-Nonanal 318.095086 -428.425091
## conc1:odour2-Nonanal 322.616576 -318.699729
## conc10:odour2-Nonanal 331.420390 -328.536367
## conc0.1:odourBenzoic Acid 335.926631 -432.529541
## conc1:odourBenzoic Acid 344.262901 -324.522412
## conc10:odourBenzoic Acid 351.826892 -335.648278
## conc1:odourButyric Acid 335.228902 -324.748843
## conc10:odourButyric Acid 341.522436 -335.919652
## conc0.1:odourDodecyl Aldehyde -13.924174 -96.857933
## conc1:odourDodecyl Aldehyde -10.104904 11.035981
## conc0.1:odourGeraniol -13.924174 -96.857933
## conc1:odourGeraniol -9.399273 11.014368
## conc0.1:odourHeptacosane 326.892631 -432.755972
## conc0.1:odourHeptadecane 333.264928 -432.179484
## conc1:odourHeptadecane 326.595012 -314.377957
## conc10:odourHeptadecane 336.204719 -325.648350
## conc0.1:odourHexadecanal 343.226199 -438.124592
## conc1:odourHexadecanal 347.271927 -335.213566
## conc10:odourHexadecanal 336.174502 -332.123615
## conc0.1:odourMethyl Oleate 330.472889 -424.357254
## conc1:odourMethyl Oleate 334.762580 -316.477749
## conc10:odourMethyl Oleate 344.757051 -327.657709
## conc0.1:odourOctanoic Acid 329.713607 -433.089968
## conc1:odourOctanoic Acid 334.003298 -325.210463
## conc0.1:odourtrans-Nerolidol 326.892631 -432.755972
## conc1:odourtrans-Nerolidol 330.711902 -324.862059
## conc1 conc10
## (Intercept) -335.228902 -345.3338
## conc0.1 324.748843 335.7848
## conc1 410.176634 340.4973
## conc10 340.497265 509.8068
## odour2-Heptanone 337.236273 350.8297
## odour2-Hydroxyhexanoic Acid (DCM) 338.286358 354.8419
## odour2-Nonanal 326.515900 337.6133
## odourBenzoic Acid 338.222036 352.7364
## odourButyric Acid 337.236273 350.8297
## odourDodecyl Aldehyde -3.260991 -158.9771
## odourEthyl Palmitate 1.916423 -147.8725
## odourGeraniol -3.260991 -158.9771
## odourHeptacosane 337.236273 350.8297
## odourHeptadecane 334.652727 338.9726
## odourHexadecanal 327.338359 338.3186
## odourMethyl Oleate 339.410268 356.5641
## odourOctadecanol -3.260991 -158.9771
## odourOctanoic Acid 335.683053 350.8468
## odourtrans-Nerolidol 337.729155 351.7830
## conc0.1:odour2-Heptanone -324.748843 -335.7848
## conc1:odour2-Heptanone -410.176634 -340.4973
## conc10:odour2-Heptanone -340.497265 -509.8068
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -326.771562 -338.1583
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -410.149337 -339.7154
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -338.958642 -508.2667
## conc0.1:odour2-Nonanal -308.520934 -327.4080
## conc1:odour2-Nonanal -402.036543 -330.2427
## conc10:odour2-Nonanal -329.147699 -493.8293
## conc0.1:odourBenzoic Acid -325.241724 -336.7382
## conc1:odourBenzoic Acid -411.162396 -342.4040
## conc10:odourBenzoic Acid -339.428635 -507.3764
## conc1:odourButyric Acid -410.176634 -340.4973
## conc10:odourButyric Acid -337.415677 -503.3012
## conc0.1:odourDodecyl Aldehyde 15.748422 174.0220
## conc1:odourDodecyl Aldehyde -69.679369 169.3095
## conc0.1:odourGeraniol 15.748422 174.0220
## conc1:odourGeraniol -67.090662 174.8619
## conc0.1:odourHeptacosane -324.255962 -334.8315
## conc0.1:odourHeptadecane -331.927459 -335.8926
## conc1:odourHeptadecane -408.628567 -328.6288
## conc10:odourHeptadecane -337.395975 -495.1650
## conc0.1:odourHexadecanal -332.421252 -345.2638
## conc1:odourHexadecanal -420.746832 -356.0576
## conc10:odourHexadecanal -335.050360 -503.3600
## conc0.1:odourMethyl Oleate -327.248529 -339.8712
## conc1:odourMethyl Oleate -410.950515 -340.8821
## conc10:odourMethyl Oleate -344.093564 -514.8336
## conc0.1:odourOctanoic Acid -324.231103 -335.7905
## conc1:odourOctanoic Acid -407.933089 -336.8014
## conc0.1:odourtrans-Nerolidol -324.255962 -334.8315
## conc1:odourtrans-Nerolidol -409.683753 -339.5439
## odour2-Heptanone
## (Intercept) -348.470243
## conc0.1 332.644175
## conc1 337.236273
## conc10 350.829704
## odour2-Heptanone 677.255703
## odour2-Hydroxyhexanoic Acid (DCM) 356.826668
## odour2-Nonanal 336.179489
## odourBenzoic Acid 365.711784
## odourButyric Acid 376.504646
## odourDodecyl Aldehyde 25.674941
## odourEthyl Palmitate 2.790854
## odourGeraniol 25.674941
## odourHeptacosane 376.504646
## odourHeptadecane 344.352722
## odourHexadecanal 343.257343
## odourMethyl Oleate 359.388018
## odourOctadecanol 25.674941
## odourOctanoic Acid 347.886834
## odourtrans-Nerolidol 371.108215
## conc0.1:odour2-Heptanone -633.395233
## conc1:odour2-Heptanone -637.987331
## conc10:odour2-Heptanone -651.580762
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -341.354802
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -344.112061
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -342.593770
## conc0.1:odour2-Nonanal -311.898968
## conc1:odour2-Nonanal -315.938198
## conc10:odour2-Nonanal -327.569715
## conc0.1:odourBenzoic Acid -327.247744
## conc1:odourBenzoic Acid -326.443412
## conc10:odourBenzoic Acid -351.262492
## conc1:odourButyric Acid -337.236273
## conc10:odourButyric Acid -367.668179
## conc0.1:odourDodecyl Aldehyde 18.185529
## conc1:odourDodecyl Aldehyde 13.593431
## conc0.1:odourGeraniol 18.185529
## conc1:odourGeraniol 2.151387
## conc0.1:odourHeptacosane -338.040606
## conc0.1:odourHeptadecane -339.421981
## conc1:odourHeptadecane -324.162891
## conc10:odourHeptadecane -338.707709
## conc0.1:odourHexadecanal -351.506564
## conc1:odourHexadecanal -356.250678
## conc10:odourHexadecanal -346.352229
## conc0.1:odourMethyl Oleate -334.136822
## conc1:odourMethyl Oleate -346.356949
## conc10:odourMethyl Oleate -361.759489
## conc0.1:odourOctanoic Acid -323.104905
## conc1:odourOctanoic Acid -335.325032
## conc0.1:odourtrans-Nerolidol -338.040606
## conc1:odourtrans-Nerolidol -342.632704
## odour2-Hydroxyhexanoic Acid (DCM)
## (Intercept) -347.251765
## conc0.1 340.417820
## conc1 338.286358
## conc10 354.841857
## odour2-Heptanone 356.826668
## odour2-Hydroxyhexanoic Acid (DCM) 433.669349
## odour2-Nonanal 336.654379
## odourBenzoic Acid 355.097817
## odourButyric Acid 356.826668
## odourDodecyl Aldehyde 1.984811
## odourEthyl Palmitate 1.755413
## odourGeraniol 1.984811
## odourHeptacosane 356.826668
## odourHeptadecane 339.221414
## odourHexadecanal 338.831613
## odourMethyl Oleate 355.503461
## odourOctadecanol 1.984811
## odourOctanoic Acid 348.874363
## odourtrans-Nerolidol 355.962243
## conc0.1:odour2-Heptanone -340.417820
## conc1:odour2-Heptanone -338.286358
## conc10:odour2-Heptanone -354.841857
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -423.485081
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -419.355225
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -431.799238
## conc0.1:odour2-Nonanal -329.005662
## conc1:odour2-Nonanal -325.071843
## conc10:odour2-Nonanal -337.649013
## conc0.1:odourBenzoic Acid -339.553394
## conc1:odourBenzoic Acid -336.557507
## conc10:odourBenzoic Acid -353.765756
## conc1:odourButyric Acid -338.286358
## conc10:odourButyric Acid -355.820982
## conc0.1:odourDodecyl Aldehyde 14.424037
## conc1:odourDodecyl Aldehyde 16.555499
## conc0.1:odourGeraniol 14.424037
## conc1:odourGeraniol 16.440800
## conc0.1:odourHeptacosane -341.282245
## conc0.1:odourHeptadecane -342.107148
## conc1:odourHeptadecane -325.982640
## conc10:odourHeptadecane -341.270105
## conc0.1:odourHexadecanal -352.330682
## conc1:odourHexadecanal -354.411301
## conc10:odourHexadecanal -349.011188
## conc0.1:odourMethyl Oleate -336.811591
## conc1:odourMethyl Oleate -334.756595
## conc10:odourMethyl Oleate -354.138606
## conc0.1:odourOctanoic Acid -337.767052
## conc1:odourOctanoic Acid -335.712056
## conc0.1:odourtrans-Nerolidol -341.282245
## conc1:odourtrans-Nerolidol -339.150783
## odour2-Nonanal odourBenzoic Acid
## (Intercept) -333.726420 -357.504243
## conc0.1 325.222922 332.417744
## conc1 326.515900 338.222036
## conc10 337.613312 352.736394
## odour2-Heptanone 336.179489 365.711784
## odour2-Hydroxyhexanoic Acid (DCM) 336.654379 355.097817
## odour2-Nonanal 407.927514 335.581655
## odourBenzoic Acid 335.581655 756.202537
## odourButyric Acid 336.179489 365.711784
## odourDodecyl Aldehyde -1.433823 12.975390
## odourEthyl Palmitate -2.092994 5.440917
## odourGeraniol -1.433823 12.975390
## odourHeptacosane 336.179489 365.711784
## odourHeptadecane 325.634196 342.826112
## odourHexadecanal 329.635784 339.975109
## odourMethyl Oleate 337.135371 357.061524
## odourOctadecanol -1.433823 12.975390
## odourOctanoic Acid 340.806295 346.718797
## odourtrans-Nerolidol 335.880572 410.581632
## conc0.1:odour2-Heptanone -325.222922 -332.417744
## conc1:odour2-Heptanone -326.515900 -338.222036
## conc10:odour2-Heptanone -337.613312 -352.736394
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -317.726473 -339.798839
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -321.896287 -342.116268
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -338.417787 -345.889664
## conc0.1:odour2-Nonanal -397.093206 -315.159999
## conc1:odour2-Nonanal -392.216372 -320.473068
## conc10:odour2-Nonanal -405.442440 -330.975695
## conc0.1:odourBenzoic Acid -324.924005 -678.038649
## conc1:odourBenzoic Acid -325.918065 -728.712789
## conc10:odourBenzoic Acid -337.434479 -715.825406
## conc1:odourButyric Acid -326.515900 -338.222036
## conc10:odourButyric Acid -338.241815 -311.633783
## conc0.1:odourDodecyl Aldehyde 12.390390 20.318650
## conc1:odourDodecyl Aldehyde 11.097412 14.514358
## conc0.1:odourGeraniol 12.390390 20.318650
## conc1:odourGeraniol 10.767827 10.747122
## conc0.1:odourHeptacosane -325.521839 -287.547896
## conc0.1:odourHeptadecane -319.163865 -336.941743
## conc1:odourHeptadecane -312.886069 -327.998355
## conc10:odourHeptadecane -324.919408 -341.230834
## conc0.1:odourHexadecanal -334.630025 -348.369586
## conc1:odourHexadecanal -334.823013 -354.750557
## conc10:odourHexadecanal -325.342812 -346.569385
## conc0.1:odourMethyl Oleate -325.325894 -335.407948
## conc1:odourMethyl Oleate -326.838595 -343.723731
## conc10:odourMethyl Oleate -333.577663 -361.584537
## conc0.1:odourOctanoic Acid -326.765191 -326.086748
## conc1:odourOctanoic Acid -328.277892 -334.402531
## conc0.1:odourtrans-Nerolidol -325.521839 -287.547896
## conc1:odourtrans-Nerolidol -326.814817 -293.352188
## odourButyric Acid
## (Intercept) -348.470243
## conc0.1 332.644175
## conc1 337.236273
## conc10 350.829704
## odour2-Heptanone 376.504646
## odour2-Hydroxyhexanoic Acid (DCM) 356.826668
## odour2-Nonanal 336.179489
## odourBenzoic Acid 365.711784
## odourButyric Acid 677.255703
## odourDodecyl Aldehyde 25.674941
## odourEthyl Palmitate 2.790854
## odourGeraniol 25.674941
## odourHeptacosane 376.504646
## odourHeptadecane 344.352722
## odourHexadecanal 343.257343
## odourMethyl Oleate 359.388018
## odourOctadecanol 25.674941
## odourOctanoic Acid 347.886834
## odourtrans-Nerolidol 371.108215
## conc0.1:odour2-Heptanone -332.644175
## conc1:odour2-Heptanone -337.236273
## conc10:odour2-Heptanone -350.829704
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -341.354802
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -344.112061
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -342.593770
## conc0.1:odour2-Nonanal -311.898968
## conc1:odour2-Nonanal -315.938198
## conc10:odour2-Nonanal -327.569715
## conc0.1:odourBenzoic Acid -327.247744
## conc1:odourBenzoic Acid -326.443412
## conc10:odourBenzoic Acid -351.262492
## conc1:odourButyric Acid -637.987331
## conc10:odourButyric Acid -668.419236
## conc0.1:odourDodecyl Aldehyde 18.185529
## conc1:odourDodecyl Aldehyde 13.593431
## conc0.1:odourGeraniol 18.185529
## conc1:odourGeraniol 2.151387
## conc0.1:odourHeptacosane -338.040606
## conc0.1:odourHeptadecane -339.421981
## conc1:odourHeptadecane -324.162891
## conc10:odourHeptadecane -338.707709
## conc0.1:odourHexadecanal -351.506564
## conc1:odourHexadecanal -356.250678
## conc10:odourHexadecanal -346.352229
## conc0.1:odourMethyl Oleate -334.136822
## conc1:odourMethyl Oleate -346.356949
## conc10:odourMethyl Oleate -361.759489
## conc0.1:odourOctanoic Acid -323.104905
## conc1:odourOctanoic Acid -335.325032
## conc0.1:odourtrans-Nerolidol -338.040606
## conc1:odourtrans-Nerolidol -342.632704
## odourDodecyl Aldehyde
## (Intercept) -3.1364381
## conc0.1 -3.1406482
## conc1 -3.2609914
## conc10 -158.9771086
## odour2-Heptanone 25.6749414
## odour2-Hydroxyhexanoic Acid (DCM) 1.9848109
## odour2-Nonanal -1.4338227
## odourBenzoic Acid 12.9753901
## odourButyric Acid 25.6749414
## odourDodecyl Aldehyde 485.4031077
## odourEthyl Palmitate 150.6633554
## odourGeraniol 184.6520500
## odourHeptacosane 25.6749414
## odourHeptadecane 5.3800955
## odourHexadecanal 4.9387407
## odourMethyl Oleate 2.8239273
## odourOctadecanol 184.6520500
## odourOctanoic Acid -2.9599893
## odourtrans-Nerolidol 19.3251657
## conc0.1:odour2-Heptanone 3.1406482
## conc1:odour2-Heptanone 3.2609914
## conc10:odour2-Heptanone 158.9771086
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -3.1965219
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -4.3966434
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 165.6728918
## conc0.1:odour2-Nonanal 15.5089920
## conc1:odour2-Nonanal 14.3044997
## conc10:odour2-Nonanal 166.2595566
## conc0.1:odourBenzoic Acid 9.4904239
## conc1:odourBenzoic Acid 15.9605427
## conc10:odourBenzoic Acid 156.1139113
## conc1:odourButyric Acid 3.2609914
## conc10:odourButyric Acid 135.6329856
## conc0.1:odourDodecyl Aldehyde -456.5875181
## conc1:odourDodecyl Aldehyde -456.4671749
## conc0.1:odourGeraniol -155.8364604
## conc1:odourGeraniol -172.7104646
## conc0.1:odourHeptacosane -3.2091274
## conc0.1:odourHeptadecane -3.5293568
## conc1:odourHeptadecane 4.4658834
## conc10:odourHeptadecane 156.4573155
## conc0.1:odourHexadecanal -6.2427956
## conc1:odourHexadecanal -0.1930355
## conc10:odourHexadecanal 157.0077956
## conc0.1:odourMethyl Oleate 5.7343865
## conc1:odourMethyl Oleate -5.4748352
## conc10:odourMethyl Oleate 153.0740956
## conc0.1:odourOctanoic Acid 12.6856251
## conc1:odourOctanoic Acid 1.4764034
## conc0.1:odourtrans-Nerolidol -3.2091274
## conc1:odourtrans-Nerolidol -3.0887843
## odourEthyl Palmitate
## (Intercept) -1.7251771
## conc0.1 -3.1838738
## conc1 1.9164226
## conc10 -147.8725013
## odour2-Heptanone 2.7908541
## odour2-Hydroxyhexanoic Acid (DCM) 1.7554129
## odour2-Nonanal -2.0929935
## odourBenzoic Acid 5.4409170
## odourButyric Acid 2.7908541
## odourDodecyl Aldehyde 150.6633554
## odourEthyl Palmitate 462.4059779
## odourGeraniol 150.6633554
## odourHeptacosane 2.7908541
## odourHeptadecane 4.8082270
## odourHexadecanal -1.5235743
## odourMethyl Oleate 2.5989697
## odourOctadecanol 150.6633554
## odourOctanoic Acid -4.4425756
## odourtrans-Nerolidol 4.1158855
## conc0.1:odour2-Heptanone 3.1838738
## conc1:odour2-Heptanone -1.9164226
## conc10:odour2-Heptanone 147.8725013
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -2.7031325
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -1.8320914
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 154.4037249
## conc0.1:odour2-Nonanal 7.0574346
## conc1:odour2-Nonanal 1.2416522
## conc10:odour2-Nonanal 155.6609782
## conc0.1:odourBenzoic Acid 1.8588424
## conc1:odourBenzoic Acid -4.5664854
## conc10:odourBenzoic Acid 149.7696476
## conc1:odourButyric Acid -1.9164226
## conc10:odourButyric Acid 154.6933151
## conc0.1:odourDodecyl Aldehyde -144.6886275
## conc1:odourDodecyl Aldehyde -149.7889238
## conc0.1:odourGeraniol -144.6886275
## conc1:odourGeraniol -144.2931414
## conc0.1:odourHeptacosane 4.5089052
## conc0.1:odourHeptadecane 1.9223489
## conc1:odourHeptadecane -8.7560819
## conc10:odourHeptadecane 144.9863047
## conc0.1:odourHexadecanal 0.3192662
## conc1:odourHexadecanal -0.4472420
## conc10:odourHexadecanal 149.2872882
## conc0.1:odourMethyl Oleate -1.6686850
## conc1:odourMethyl Oleate -3.1051265
## conc10:odourMethyl Oleate 142.2607168
## conc0.1:odourOctanoic Acid 5.5950170
## conc1:odourOctanoic Acid 4.1585756
## conc0.1:odourtrans-Nerolidol 4.5089052
## conc1:odourtrans-Nerolidol -0.5913911
## odourGeraniol odourHeptacosane
## (Intercept) -3.1364381 -348.470243
## conc0.1 -3.1406482 332.644175
## conc1 -3.2609914 337.236273
## conc10 -158.9771086 350.829704
## odour2-Heptanone 25.6749414 376.504646
## odour2-Hydroxyhexanoic Acid (DCM) 1.9848109 356.826668
## odour2-Nonanal -1.4338227 336.179489
## odourBenzoic Acid 12.9753901 365.711784
## odourButyric Acid 25.6749414 376.504646
## odourDodecyl Aldehyde 184.6520500 25.674941
## odourEthyl Palmitate 150.6633554 2.790854
## odourGeraniol 485.4031077 25.674941
## odourHeptacosane 25.6749414 677.255703
## odourHeptadecane 5.3800955 344.352722
## odourHexadecanal 4.9387407 343.257343
## odourMethyl Oleate 2.8239273 359.388018
## odourOctadecanol 184.6520500 25.674941
## odourOctanoic Acid -2.9599893 347.886834
## odourtrans-Nerolidol 19.3251657 371.108215
## conc0.1:odour2-Heptanone 3.1406482 -332.644175
## conc1:odour2-Heptanone 3.2609914 -337.236273
## conc10:odour2-Heptanone 158.9771086 -350.829704
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -3.1965219 -341.354802
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -4.3966434 -344.112061
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 165.6728918 -342.593770
## conc0.1:odour2-Nonanal 15.5089920 -311.898968
## conc1:odour2-Nonanal 14.3044997 -315.938198
## conc10:odour2-Nonanal 166.2595566 -327.569715
## conc0.1:odourBenzoic Acid 9.4904239 -327.247744
## conc1:odourBenzoic Acid 15.9605427 -326.443412
## conc10:odourBenzoic Acid 156.1139113 -351.262492
## conc1:odourButyric Acid 3.2609914 -337.236273
## conc10:odourButyric Acid 135.6329856 -367.668179
## conc0.1:odourDodecyl Aldehyde -155.8364604 18.185529
## conc1:odourDodecyl Aldehyde -155.7161172 13.593431
## conc0.1:odourGeraniol -456.5875181 18.185529
## conc1:odourGeraniol -473.4615222 2.151387
## conc0.1:odourHeptacosane -3.2091274 -638.791664
## conc0.1:odourHeptadecane -3.5293568 -339.421981
## conc1:odourHeptadecane 4.4658834 -324.162891
## conc10:odourHeptadecane 156.4573155 -338.707709
## conc0.1:odourHexadecanal -6.2427956 -351.506564
## conc1:odourHexadecanal -0.1930355 -356.250678
## conc10:odourHexadecanal 157.0077956 -346.352229
## conc0.1:odourMethyl Oleate 5.7343865 -334.136822
## conc1:odourMethyl Oleate -5.4748352 -346.356949
## conc10:odourMethyl Oleate 153.0740956 -361.759489
## conc0.1:odourOctanoic Acid 12.6856251 -323.104905
## conc1:odourOctanoic Acid 1.4764034 -335.325032
## conc0.1:odourtrans-Nerolidol -3.2091274 -338.040606
## conc1:odourtrans-Nerolidol -3.0887843 -342.632704
## odourHeptadecane
## (Intercept) -336.444305
## conc0.1 323.167712
## conc1 334.652727
## conc10 338.972627
## odour2-Heptanone 344.352722
## odour2-Hydroxyhexanoic Acid (DCM) 339.221414
## odour2-Nonanal 325.634196
## odourBenzoic Acid 342.826112
## odourButyric Acid 344.352722
## odourDodecyl Aldehyde 5.380096
## odourEthyl Palmitate 4.808227
## odourGeraniol 5.380096
## odourHeptacosane 344.352722
## odourHeptadecane 412.387572
## odourHexadecanal 328.192151
## odourMethyl Oleate 340.765992
## odourOctadecanol 5.380096
## odourOctanoic Acid 333.832412
## odourtrans-Nerolidol 343.589417
## conc0.1:odour2-Heptanone -323.167712
## conc1:odour2-Heptanone -334.652727
## conc10:odour2-Heptanone -338.972627
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -328.246476
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -336.518756
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -334.127253
## conc0.1:odour2-Nonanal -302.879327
## conc1:odour2-Nonanal -322.962240
## conc10:odour2-Nonanal -323.855330
## conc0.1:odourBenzoic Acid -322.404407
## conc1:odourBenzoic Acid -333.126117
## conc10:odourBenzoic Acid -338.145510
## conc1:odourButyric Acid -334.652727
## conc10:odourButyric Acid -340.021866
## conc0.1:odourDodecyl Aldehyde 15.804914
## conc1:odourDodecyl Aldehyde 4.319900
## conc0.1:odourGeraniol 15.804914
## conc1:odourGeraniol 4.033965
## conc0.1:odourHeptacosane -323.931017
## conc0.1:odourHeptadecane -407.516975
## conc1:odourHeptadecane -409.701117
## conc10:odourHeptadecane -412.410599
## conc0.1:odourHexadecanal -333.902135
## conc1:odourHexadecanal -345.719137
## conc10:odourHexadecanal -333.664353
## conc0.1:odourMethyl Oleate -326.232104
## conc1:odourMethyl Oleate -337.907741
## conc10:odourMethyl Oleate -345.447625
## conc0.1:odourOctanoic Acid -319.660942
## conc1:odourOctanoic Acid -331.336580
## conc0.1:odourtrans-Nerolidol -323.931017
## conc1:odourtrans-Nerolidol -335.416032
## odourHexadecanal
## (Intercept) -333.996411
## conc0.1 325.341713
## conc1 327.338359
## conc10 338.318602
## odour2-Heptanone 343.257343
## odour2-Hydroxyhexanoic Acid (DCM) 338.831613
## odour2-Nonanal 329.635784
## odourBenzoic Acid 339.975109
## odourButyric Acid 343.257343
## odourDodecyl Aldehyde 4.938741
## odourEthyl Palmitate -1.523574
## odourGeraniol 4.938741
## odourHeptacosane 343.257343
## odourHeptadecane 328.192151
## odourHexadecanal 406.760508
## odourMethyl Oleate 339.964849
## odourOctadecanol 4.938741
## odourOctanoic Acid 341.141286
## odourtrans-Nerolidol 341.616226
## conc0.1:odour2-Heptanone -325.341713
## conc1:odour2-Heptanone -327.338359
## conc10:odour2-Heptanone -338.318602
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -326.497484
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -328.787735
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -337.124030
## conc0.1:odour2-Nonanal -315.756526
## conc1:odour2-Nonanal -316.571728
## conc10:odour2-Nonanal -329.433761
## conc0.1:odourBenzoic Acid -323.700596
## conc1:odourBenzoic Acid -324.056126
## conc10:odourBenzoic Acid -338.284551
## conc1:odourButyric Acid -327.338359
## conc10:odourButyric Acid -343.190876
## conc0.1:odourDodecyl Aldehyde 12.976889
## conc1:odourDodecyl Aldehyde 10.980243
## conc0.1:odourGeraniol 12.976889
## conc1:odourGeraniol 7.749085
## conc0.1:odourHeptacosane -326.982830
## conc0.1:odourHeptadecane -324.659867
## conc1:odourHeptadecane -313.683872
## conc10:odourHeptadecane -325.927017
## conc0.1:odourHexadecanal -411.805604
## conc1:odourHexadecanal -412.503140
## conc10:odourHexadecanal -402.638713
## conc0.1:odourMethyl Oleate -325.796087
## conc1:odourMethyl Oleate -329.946839
## conc10:odourMethyl Oleate -341.355588
## conc0.1:odourOctanoic Acid -324.636361
## conc1:odourOctanoic Acid -328.787112
## conc0.1:odourtrans-Nerolidol -326.982830
## conc1:odourtrans-Nerolidol -328.979476
## odourMethyl Oleate
## (Intercept) -346.379285
## conc0.1 334.737941
## conc1 339.410268
## conc10 356.564091
## odour2-Heptanone 359.388018
## odour2-Hydroxyhexanoic Acid (DCM) 355.503461
## odour2-Nonanal 337.135371
## odourBenzoic Acid 357.061524
## odourButyric Acid 359.388018
## odourDodecyl Aldehyde 2.823927
## odourEthyl Palmitate 2.598970
## odourGeraniol 2.823927
## odourHeptacosane 359.388018
## odourHeptadecane 340.765992
## odourHexadecanal 339.964849
## odourMethyl Oleate 457.755752
## odourOctadecanol 2.823927
## odourOctanoic Acid 349.860160
## odourtrans-Nerolidol 358.224771
## conc0.1:odour2-Heptanone -334.737941
## conc1:odour2-Heptanone -339.410268
## conc10:odour2-Heptanone -356.564091
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -339.223788
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -341.180966
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -352.792012
## conc0.1:odour2-Nonanal -322.238296
## conc1:odour2-Nonanal -325.474531
## conc10:odour2-Nonanal -338.159067
## conc0.1:odourBenzoic Acid -333.574694
## conc1:odourBenzoic Acid -337.083774
## conc10:odourBenzoic Acid -355.088080
## conc1:odourButyric Acid -339.410268
## conc10:odourButyric Acid -357.839817
## conc0.1:odourDodecyl Aldehyde 21.826150
## conc1:odourDodecyl Aldehyde 17.153823
## conc0.1:odourGeraniol 21.826150
## conc1:odourGeraniol 17.041344
## conc0.1:odourHeptacosane -335.901188
## conc0.1:odourHeptadecane -337.069077
## conc1:odourHeptadecane -327.140147
## conc10:odourHeptadecane -342.762233
## conc0.1:odourHexadecanal -347.344700
## conc1:odourHexadecanal -356.121988
## conc10:odourHexadecanal -350.773740
## conc0.1:odourMethyl Oleate -438.210099
## conc1:odourMethyl Oleate -442.957412
## conc10:odourMethyl Oleate -463.808886
## conc0.1:odourOctanoic Acid -331.561988
## conc1:odourOctanoic Acid -336.309301
## conc0.1:odourtrans-Nerolidol -335.901188
## conc1:odourtrans-Nerolidol -340.573515
## odourOctadecanol
## (Intercept) -3.1364381
## conc0.1 -3.1406482
## conc1 -3.2609914
## conc10 -158.9771086
## odour2-Heptanone 25.6749414
## odour2-Hydroxyhexanoic Acid (DCM) 1.9848109
## odour2-Nonanal -1.4338227
## odourBenzoic Acid 12.9753901
## odourButyric Acid 25.6749414
## odourDodecyl Aldehyde 184.6520500
## odourEthyl Palmitate 150.6633554
## odourGeraniol 184.6520500
## odourHeptacosane 25.6749414
## odourHeptadecane 5.3800955
## odourHexadecanal 4.9387407
## odourMethyl Oleate 2.8239273
## odourOctadecanol 485.4031077
## odourOctanoic Acid -2.9599893
## odourtrans-Nerolidol 19.3251657
## conc0.1:odour2-Heptanone 3.1406482
## conc1:odour2-Heptanone 3.2609914
## conc10:odour2-Heptanone 158.9771086
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -3.1965219
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -4.3966434
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 165.6728918
## conc0.1:odour2-Nonanal 15.5089920
## conc1:odour2-Nonanal 14.3044997
## conc10:odour2-Nonanal 166.2595566
## conc0.1:odourBenzoic Acid 9.4904239
## conc1:odourBenzoic Acid 15.9605427
## conc10:odourBenzoic Acid 156.1139113
## conc1:odourButyric Acid 3.2609914
## conc10:odourButyric Acid 135.6329856
## conc0.1:odourDodecyl Aldehyde -155.8364604
## conc1:odourDodecyl Aldehyde -155.7161172
## conc0.1:odourGeraniol -155.8364604
## conc1:odourGeraniol -172.7104646
## conc0.1:odourHeptacosane -3.2091274
## conc0.1:odourHeptadecane -3.5293568
## conc1:odourHeptadecane 4.4658834
## conc10:odourHeptadecane 156.4573155
## conc0.1:odourHexadecanal -6.2427956
## conc1:odourHexadecanal -0.1930355
## conc10:odourHexadecanal 157.0077956
## conc0.1:odourMethyl Oleate 5.7343865
## conc1:odourMethyl Oleate -5.4748352
## conc10:odourMethyl Oleate 153.0740956
## conc0.1:odourOctanoic Acid 12.6856251
## conc1:odourOctanoic Acid 1.4764034
## conc0.1:odourtrans-Nerolidol -3.2091274
## conc1:odourtrans-Nerolidol -3.0887843
## odourOctanoic Acid
## (Intercept) -343.382171
## conc0.1 333.985809
## conc1 335.683053
## conc10 350.846823
## odour2-Heptanone 347.886834
## odour2-Hydroxyhexanoic Acid (DCM) 348.874363
## odour2-Nonanal 340.806295
## odourBenzoic Acid 346.718797
## odourButyric Acid 347.886834
## odourDodecyl Aldehyde -2.959989
## odourEthyl Palmitate -4.442576
## odourGeraniol -2.959989
## odourHeptacosane 347.886834
## odourHeptadecane 333.832412
## odourHexadecanal 341.141286
## odourMethyl Oleate 349.860160
## odourOctadecanol -2.959989
## odourOctanoic Acid 508.339156
## odourtrans-Nerolidol 347.302816
## conc0.1:odour2-Heptanone -333.985809
## conc1:odour2-Heptanone -335.683053
## conc10:odour2-Heptanone -350.846823
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -331.942039
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -335.143911
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -352.575646
## conc0.1:odour2-Nonanal -325.188039
## conc1:odour2-Nonanal -324.798829
## conc10:odour2-Nonanal -344.707135
## conc0.1:odourBenzoic Acid -333.401791
## conc1:odourBenzoic Acid -334.515017
## conc10:odourBenzoic Acid -350.562328
## conc1:odourButyric Acid -335.683053
## conc10:odourButyric Acid -352.172135
## conc0.1:odourDodecyl Aldehyde 16.861014
## conc1:odourDodecyl Aldehyde 15.163770
## conc0.1:odourGeraniol 16.861014
## conc1:odourGeraniol 14.422477
## conc0.1:odourHeptacosane -334.569828
## conc0.1:odourHeptadecane -329.233214
## conc1:odourHeptadecane -314.910769
## conc10:odourHeptadecane -332.124651
## conc0.1:odourHexadecanal -347.106868
## conc1:odourHexadecanal -346.129883
## conc10:odourHexadecanal -331.350255
## conc0.1:odourMethyl Oleate -334.148235
## conc1:odourMethyl Oleate -336.339674
## conc10:odourMethyl Oleate -351.455903
## conc0.1:odourOctanoic Acid -487.720269
## conc1:odourOctanoic Acid -489.911709
## conc0.1:odourtrans-Nerolidol -334.569828
## conc1:odourtrans-Nerolidol -336.267072
## odourtrans-Nerolidol
## (Intercept) -352.987243
## conc0.1 332.530960
## conc1 337.729155
## conc10 351.783049
## odour2-Heptanone 371.108215
## odour2-Hydroxyhexanoic Acid (DCM) 355.962243
## odour2-Nonanal 335.880572
## odourBenzoic Acid 410.581632
## odourButyric Acid 371.108215
## odourDodecyl Aldehyde 19.325166
## odourEthyl Palmitate 4.115886
## odourGeraniol 19.325166
## odourHeptacosane 371.108215
## odourHeptadecane 343.589417
## odourHexadecanal 341.616226
## odourMethyl Oleate 358.224771
## odourOctadecanol 19.325166
## odourOctanoic Acid 347.302816
## odourtrans-Nerolidol 541.220452
## conc0.1:odour2-Heptanone -332.530960
## conc1:odour2-Heptanone -337.729155
## conc10:odour2-Heptanone -351.783049
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -340.576821
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -343.114165
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -344.241717
## conc0.1:odour2-Nonanal -313.529483
## conc1:odour2-Nonanal -318.205633
## conc10:odour2-Nonanal -329.272705
## conc0.1:odourBenzoic Acid -352.267668
## conc1:odourBenzoic Acid -377.202572
## conc10:odourBenzoic Acid -383.168420
## conc1:odourButyric Acid -337.729155
## conc10:odourButyric Acid -339.650981
## conc0.1:odourDodecyl Aldehyde 19.252089
## conc1:odourDodecyl Aldehyde 14.053894
## conc0.1:odourGeraniol 19.252089
## conc1:odourGeraniol 6.449254
## conc0.1:odourHeptacosane -312.794251
## conc0.1:odourHeptadecane -338.181862
## conc1:odourHeptadecane -326.080623
## conc10:odourHeptadecane -339.969271
## conc0.1:odourHexadecanal -349.938075
## conc1:odourHexadecanal -355.500618
## conc10:odourHexadecanal -346.460807
## conc0.1:odourMethyl Oleate -334.772385
## conc1:odourMethyl Oleate -345.040340
## conc10:odourMethyl Oleate -361.672013
## conc0.1:odourOctanoic Acid -324.595827
## conc1:odourOctanoic Acid -334.863782
## conc0.1:odourtrans-Nerolidol -463.169780
## conc1:odourtrans-Nerolidol -468.367975
## conc0.1:odour2-Heptanone
## (Intercept) 331.409631
## conc0.1 -432.642757
## conc1 -324.748843
## conc10 -335.784824
## odour2-Heptanone -633.395233
## odour2-Hydroxyhexanoic Acid (DCM) -340.417820
## odour2-Nonanal -325.222922
## odourBenzoic Acid -332.417744
## odourButyric Acid -332.644175
## odourDodecyl Aldehyde 3.140648
## odourEthyl Palmitate 3.183874
## odourGeraniol 3.140648
## odourHeptacosane -332.644175
## odourHeptadecane -323.167712
## odourHexadecanal -325.341713
## odourMethyl Oleate -334.737941
## odourOctadecanol 3.140648
## odourOctanoic Acid -333.985809
## odourtrans-Nerolidol -332.530960
## conc0.1:odour2-Heptanone 1034.144872
## conc1:odour2-Heptanone 625.499901
## conc10:odour2-Heptanone 636.535881
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 437.491722
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 330.587110
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 343.580081
## conc0.1:odour2-Nonanal 428.425091
## conc1:odour2-Nonanal 318.699729
## conc10:odour2-Nonanal 328.536367
## conc0.1:odourBenzoic Acid 432.529541
## conc1:odourBenzoic Acid 324.522412
## conc10:odourBenzoic Acid 335.648278
## conc1:odourButyric Acid 324.748843
## conc10:odourButyric Acid 335.919652
## conc0.1:odourDodecyl Aldehyde 96.857933
## conc1:odourDodecyl Aldehyde -11.035981
## conc0.1:odourGeraniol 96.857933
## conc1:odourGeraniol -11.014368
## conc0.1:odourHeptacosane 432.755972
## conc0.1:odourHeptadecane 432.179484
## conc1:odourHeptadecane 314.377957
## conc10:odourHeptadecane 325.648350
## conc0.1:odourHexadecanal 438.124592
## conc1:odourHexadecanal 335.213566
## conc10:odourHexadecanal 332.123615
## conc0.1:odourMethyl Oleate 424.357254
## conc1:odourMethyl Oleate 316.477749
## conc10:odourMethyl Oleate 327.657709
## conc0.1:odourOctanoic Acid 433.089968
## conc1:odourOctanoic Acid 325.210463
## conc0.1:odourtrans-Nerolidol 432.755972
## conc1:odourtrans-Nerolidol 324.862059
## conc1:odour2-Heptanone
## (Intercept) 335.228902
## conc0.1 -324.748843
## conc1 -410.176634
## conc10 -340.497265
## odour2-Heptanone -637.987331
## odour2-Hydroxyhexanoic Acid (DCM) -338.286358
## odour2-Nonanal -326.515900
## odourBenzoic Acid -338.222036
## odourButyric Acid -337.236273
## odourDodecyl Aldehyde 3.260991
## odourEthyl Palmitate -1.916423
## odourGeraniol 3.260991
## odourHeptacosane -337.236273
## odourHeptadecane -334.652727
## odourHexadecanal -327.338359
## odourMethyl Oleate -339.410268
## odourOctadecanol 3.260991
## odourOctanoic Acid -335.683053
## odourtrans-Nerolidol -337.729155
## conc0.1:odour2-Heptanone 625.499901
## conc1:odour2-Heptanone 1011.678749
## conc10:odour2-Heptanone 641.248322
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 326.771562
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 410.149337
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 338.958642
## conc0.1:odour2-Nonanal 308.520934
## conc1:odour2-Nonanal 402.036543
## conc10:odour2-Nonanal 329.147699
## conc0.1:odourBenzoic Acid 325.241724
## conc1:odourBenzoic Acid 411.162396
## conc10:odourBenzoic Acid 339.428635
## conc1:odourButyric Acid 410.176634
## conc10:odourButyric Acid 337.415677
## conc0.1:odourDodecyl Aldehyde -15.748422
## conc1:odourDodecyl Aldehyde 69.679369
## conc0.1:odourGeraniol -15.748422
## conc1:odourGeraniol 67.090662
## conc0.1:odourHeptacosane 324.255962
## conc0.1:odourHeptadecane 331.927459
## conc1:odourHeptadecane 408.628567
## conc10:odourHeptadecane 337.395975
## conc0.1:odourHexadecanal 332.421252
## conc1:odourHexadecanal 420.746832
## conc10:odourHexadecanal 335.050360
## conc0.1:odourMethyl Oleate 327.248529
## conc1:odourMethyl Oleate 410.950515
## conc10:odourMethyl Oleate 344.093564
## conc0.1:odourOctanoic Acid 324.231103
## conc1:odourOctanoic Acid 407.933089
## conc0.1:odourtrans-Nerolidol 324.255962
## conc1:odourtrans-Nerolidol 409.683753
## conc10:odour2-Heptanone
## (Intercept) 345.3338
## conc0.1 -335.7848
## conc1 -340.4973
## conc10 -509.8068
## odour2-Heptanone -651.5808
## odour2-Hydroxyhexanoic Acid (DCM) -354.8419
## odour2-Nonanal -337.6133
## odourBenzoic Acid -352.7364
## odourButyric Acid -350.8297
## odourDodecyl Aldehyde 158.9771
## odourEthyl Palmitate 147.8725
## odourGeraniol 158.9771
## odourHeptacosane -350.8297
## odourHeptadecane -338.9726
## odourHexadecanal -338.3186
## odourMethyl Oleate -356.5641
## odourOctadecanol 158.9771
## odourOctanoic Acid -350.8468
## odourtrans-Nerolidol -351.7830
## conc0.1:odour2-Heptanone 636.5359
## conc1:odour2-Heptanone 641.2483
## conc10:odour2-Heptanone 1111.3089
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 338.1583
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 339.7154
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 508.2667
## conc0.1:odour2-Nonanal 327.4080
## conc1:odour2-Nonanal 330.2427
## conc10:odour2-Nonanal 493.8293
## conc0.1:odourBenzoic Acid 336.7382
## conc1:odourBenzoic Acid 342.4040
## conc10:odourBenzoic Acid 507.3764
## conc1:odourButyric Acid 340.4973
## conc10:odourButyric Acid 503.3012
## conc0.1:odourDodecyl Aldehyde -174.0220
## conc1:odourDodecyl Aldehyde -169.3095
## conc0.1:odourGeraniol -174.0220
## conc1:odourGeraniol -174.8619
## conc0.1:odourHeptacosane 334.8315
## conc0.1:odourHeptadecane 335.8926
## conc1:odourHeptadecane 328.6288
## conc10:odourHeptadecane 495.1650
## conc0.1:odourHexadecanal 345.2638
## conc1:odourHexadecanal 356.0576
## conc10:odourHexadecanal 503.3600
## conc0.1:odourMethyl Oleate 339.8712
## conc1:odourMethyl Oleate 340.8821
## conc10:odourMethyl Oleate 514.8336
## conc0.1:odourOctanoic Acid 335.7905
## conc1:odourOctanoic Acid 336.8014
## conc0.1:odourtrans-Nerolidol 334.8315
## conc1:odourtrans-Nerolidol 339.5439
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM)
## (Intercept) 333.161942
## conc0.1 -437.491722
## conc1 -326.771562
## conc10 -338.158280
## odour2-Heptanone -341.354802
## odour2-Hydroxyhexanoic Acid (DCM) -423.485081
## odour2-Nonanal -317.726473
## odourBenzoic Acid -339.798839
## odourButyric Acid -341.354802
## odourDodecyl Aldehyde -3.196522
## odourEthyl Palmitate -2.703132
## odourGeraniol -3.196522
## odourHeptacosane -341.354802
## odourHeptadecane -328.246476
## odourHexadecanal -326.497484
## odourMethyl Oleate -339.223788
## odourOctadecanol -3.196522
## odourOctanoic Acid -331.942039
## odourtrans-Nerolidol -340.576821
## conc0.1:odour2-Heptanone 437.491722
## conc1:odour2-Heptanone 326.771562
## conc10:odour2-Heptanone 338.158280
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 690.489380
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 422.727537
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 420.535254
## conc0.1:odour2-Nonanal 421.950741
## conc1:odour2-Nonanal 319.146539
## conc10:odour2-Nonanal 326.389096
## conc0.1:odourBenzoic Acid 436.713740
## conc1:odourBenzoic Acid 325.215599
## conc10:odourBenzoic Acid 337.285435
## conc1:odourButyric Acid 326.771562
## conc10:odourButyric Acid 339.182956
## conc0.1:odourDodecyl Aldehyde 99.333442
## conc1:odourDodecyl Aldehyde -11.386718
## conc0.1:odourGeraniol 99.333442
## conc1:odourGeraniol -11.140024
## conc0.1:odourHeptacosane 438.269703
## conc0.1:odourHeptadecane 446.660159
## conc1:odourHeptadecane 319.938411
## conc10:odourHeptadecane 329.879683
## conc0.1:odourHexadecanal 445.886103
## conc1:odourHexadecanal 338.679053
## conc10:odourHexadecanal 336.226835
## conc0.1:odourMethyl Oleate 425.939559
## conc1:odourMethyl Oleate 315.383862
## conc10:odourMethyl Oleate 338.300799
## conc0.1:odourOctanoic Acid 434.354134
## conc1:odourOctanoic Acid 323.798437
## conc0.1:odourtrans-Nerolidol 438.269703
## conc1:odourtrans-Nerolidol 327.549543
## conc1:odour2-Hydroxyhexanoic Acid (DCM)
## (Intercept) 336.461370
## conc0.1 -330.587110
## conc1 -410.149337
## conc10 -339.715418
## odour2-Heptanone -344.112061
## odour2-Hydroxyhexanoic Acid (DCM) -419.355225
## odour2-Nonanal -321.896287
## odourBenzoic Acid -342.116268
## odourButyric Acid -344.112061
## odourDodecyl Aldehyde -4.396643
## odourEthyl Palmitate -1.832091
## odourGeraniol -4.396643
## odourHeptacosane -344.112061
## odourHeptadecane -336.518756
## odourHexadecanal -328.787735
## odourMethyl Oleate -341.180966
## odourOctadecanol -4.396643
## odourOctanoic Acid -335.143911
## odourtrans-Nerolidol -343.114165
## conc0.1:odour2-Heptanone 330.587110
## conc1:odour2-Heptanone 410.149337
## conc10:odour2-Heptanone 339.715418
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 422.727537
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 597.762546
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 416.240858
## conc0.1:odour2-Nonanal 307.089746
## conc1:odour2-Nonanal 401.024682
## conc10:odour2-Nonanal 327.543092
## conc0.1:odourBenzoic Acid 329.589213
## conc1:odourBenzoic Acid 408.153543
## conc10:odourBenzoic Acid 339.239740
## conc1:odourButyric Acid 410.149337
## conc10:odourButyric Acid 341.995590
## conc0.1:odourDodecyl Aldehyde -9.128308
## conc1:odourDodecyl Aldehyde 70.433919
## conc0.1:odourGeraniol -9.128308
## conc1:odourGeraniol 71.716195
## conc0.1:odourHeptacosane 331.585006
## conc0.1:odourHeptadecane 344.293533
## conc1:odourHeptadecane 408.534798
## conc10:odourHeptadecane 337.247325
## conc0.1:odourHexadecanal 340.057653
## conc1:odourHexadecanal 422.359295
## conc10:odourHexadecanal 336.098657
## conc0.1:odourMethyl Oleate 326.727298
## conc1:odourMethyl Oleate 407.144375
## conc10:odourMethyl Oleate 345.044203
## conc0.1:odourOctanoic Acid 327.597726
## conc1:odourOctanoic Acid 408.014804
## conc0.1:odourtrans-Nerolidol 331.585006
## conc1:odourtrans-Nerolidol 411.147233
## conc10:odour2-Hydroxyhexanoic Acid (DCM)
## (Intercept) 344.8210
## conc0.1 -343.5801
## conc1 -338.9586
## conc10 -508.2667
## odour2-Heptanone -342.5938
## odour2-Hydroxyhexanoic Acid (DCM) -431.7992
## odour2-Nonanal -338.4178
## odourBenzoic Acid -345.8897
## odourButyric Acid -342.5938
## odourDodecyl Aldehyde 165.6729
## odourEthyl Palmitate 154.4037
## odourGeraniol 165.6729
## odourHeptacosane -342.5938
## odourHeptadecane -334.1273
## odourHexadecanal -337.1240
## odourMethyl Oleate -352.7920
## odourOctadecanol 165.6729
## odourOctanoic Acid -352.5756
## odourtrans-Nerolidol -344.2417
## conc0.1:odour2-Heptanone 343.5801
## conc1:odour2-Heptanone 338.9586
## conc10:odour2-Heptanone 508.2667
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 420.5353
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 416.2409
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 742.2131
## conc0.1:odour2-Nonanal 340.2889
## conc1:odour2-Nonanal 332.8449
## conc10:odour2-Nonanal 498.6093
## conc0.1:odourBenzoic Acid 345.2280
## conc1:odourBenzoic Acid 342.2545
## conc10:odourBenzoic Acid 506.7075
## conc1:odourButyric Acid 338.9586
## conc10:odourButyric Acid 500.9841
## conc0.1:odourDodecyl Aldehyde -164.6866
## conc1:odourDodecyl Aldehyde -169.3080
## conc0.1:odourGeraniol -164.6866
## conc1:odourGeraniol -174.9426
## conc0.1:odourHeptacosane 341.9321
## conc0.1:odourHeptadecane 341.3036
## conc1:odourHeptadecane 323.8375
## conc10:odourHeptadecane 491.9919
## conc0.1:odourHexadecanal 349.3689
## conc1:odourHexadecanal 354.0912
## conc10:odourHexadecanal 502.1587
## conc0.1:odourMethyl Oleate 338.8444
## conc1:odourMethyl Oleate 330.4666
## conc10:odourMethyl Oleate 501.8060
## conc0.1:odourOctanoic Acid 346.9074
## conc1:odourOctanoic Acid 338.5295
## conc0.1:odourtrans-Nerolidol 341.9321
## conc1:odourtrans-Nerolidol 337.3107
## conc0.1:odour2-Nonanal
## (Intercept) 318.095086
## conc0.1 -428.425091
## conc1 -308.520934
## conc10 -327.407960
## odour2-Heptanone -311.898968
## odour2-Hydroxyhexanoic Acid (DCM) -329.005662
## odour2-Nonanal -397.093206
## odourBenzoic Acid -315.159999
## odourButyric Acid -311.898968
## odourDodecyl Aldehyde 15.508992
## odourEthyl Palmitate 7.057435
## odourGeraniol 15.508992
## odourHeptacosane -311.898968
## odourHeptadecane -302.879327
## odourHexadecanal -315.756526
## odourMethyl Oleate -322.238296
## odourOctadecanol 15.508992
## odourOctanoic Acid -325.188039
## odourtrans-Nerolidol -313.529483
## conc0.1:odour2-Heptanone 428.425091
## conc1:odour2-Heptanone 308.520934
## conc10:odour2-Heptanone 327.407960
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 421.950741
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 307.089746
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 340.288876
## conc0.1:odour2-Nonanal 623.659846
## conc1:odour2-Nonanal 384.179379
## conc10:odour2-Nonanal 401.586458
## conc0.1:odourBenzoic Acid 430.055606
## conc1:odourBenzoic Acid 311.781965
## conc10:odourBenzoic Acid 326.764795
## conc1:odourButyric Acid 308.520934
## conc10:odourButyric Acid 321.551665
## conc0.1:odourDodecyl Aldehyde 101.017131
## conc1:odourDodecyl Aldehyde -18.887026
## conc0.1:odourGeraniol 101.017131
## conc1:odourGeraniol -23.112805
## conc0.1:odourHeptacosane 426.794575
## conc0.1:odourHeptadecane 412.927694
## conc1:odourHeptadecane 290.641912
## conc10:odourHeptadecane 309.630894
## conc0.1:odourHexadecanal 426.573390
## conc1:odourHexadecanal 315.946589
## conc10:odourHexadecanal 327.253803
## conc0.1:odourMethyl Oleate 418.772678
## conc1:odourMethyl Oleate 296.051335
## conc10:odourMethyl Oleate 309.556993
## conc0.1:odourOctanoic Acid 432.854781
## conc1:odourOctanoic Acid 310.133438
## conc0.1:odourtrans-Nerolidol 426.794575
## conc1:odourtrans-Nerolidol 306.890418
## conc1:odour2-Nonanal
## (Intercept) 322.616576
## conc0.1 -318.699729
## conc1 -402.036543
## conc10 -330.242697
## odour2-Heptanone -315.938198
## odour2-Hydroxyhexanoic Acid (DCM) -325.071843
## odour2-Nonanal -392.216372
## odourBenzoic Acid -320.473068
## odourButyric Acid -315.938198
## odourDodecyl Aldehyde 14.304500
## odourEthyl Palmitate 1.241652
## odourGeraniol 14.304500
## odourHeptacosane -315.938198
## odourHeptadecane -322.962240
## odourHexadecanal -316.571728
## odourMethyl Oleate -325.474531
## odourOctadecanol 14.304500
## odourOctanoic Acid -324.798829
## odourtrans-Nerolidol -318.205633
## conc0.1:odour2-Heptanone 318.699729
## conc1:odour2-Heptanone 402.036543
## conc10:odour2-Heptanone 330.242697
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 319.146539
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 401.024682
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 332.844919
## conc0.1:odour2-Nonanal 384.179379
## conc1:odour2-Nonanal 577.230860
## conc10:odour2-Nonanal 401.557417
## conc0.1:odourBenzoic Acid 320.967164
## conc1:odourBenzoic Acid 406.571413
## conc10:odourBenzoic Acid 328.911662
## conc1:odourButyric Acid 402.036543
## conc10:odourButyric Acid 321.443839
## conc0.1:odourDodecyl Aldehyde -11.542969
## conc1:odourDodecyl Aldehyde 71.793845
## conc0.1:odourGeraniol -11.542969
## conc1:odourGeraniol 65.262421
## conc0.1:odourHeptacosane 316.432294
## conc0.1:odourHeptadecane 325.254187
## conc1:odourHeptadecane 403.153497
## conc10:odourHeptadecane 329.570712
## conc0.1:odourHexadecanal 319.153754
## conc1:odourHexadecanal 409.176088
## conc10:odourHexadecanal 328.701117
## conc0.1:odourMethyl Oleate 320.412151
## conc1:odourMethyl Oleate 399.394682
## conc10:odourMethyl Oleate 331.345947
## conc0.1:odourOctanoic Acid 321.653273
## conc1:odourOctanoic Acid 400.635804
## conc0.1:odourtrans-Nerolidol 316.432294
## conc1:odourtrans-Nerolidol 399.769108
## conc10:odour2-Nonanal
## (Intercept) 331.4204
## conc0.1 -328.5364
## conc1 -329.1477
## conc10 -493.8293
## odour2-Heptanone -327.5697
## odour2-Hydroxyhexanoic Acid (DCM) -337.6490
## odour2-Nonanal -405.4424
## odourBenzoic Acid -330.9757
## odourButyric Acid -327.5697
## odourDodecyl Aldehyde 166.2596
## odourEthyl Palmitate 155.6610
## odourGeraniol 166.2596
## odourHeptacosane -327.5697
## odourHeptadecane -323.8553
## odourHexadecanal -329.4338
## odourMethyl Oleate -338.1591
## odourOctadecanol 166.2596
## odourOctanoic Acid -344.7071
## odourtrans-Nerolidol -329.2727
## conc0.1:odour2-Heptanone 328.5364
## conc1:odour2-Heptanone 329.1477
## conc10:odour2-Heptanone 493.8293
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 326.3891
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 327.5431
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 498.6093
## conc0.1:odour2-Nonanal 401.5865
## conc1:odour2-Nonanal 401.5574
## conc10:odour2-Nonanal 667.3249
## conc0.1:odourBenzoic Acid 330.2394
## conc1:odourBenzoic Acid 332.5537
## conc10:odourBenzoic Acid 492.5671
## conc1:odourButyric Acid 329.1477
## conc10:odourButyric Acid 486.8270
## conc0.1:odourDodecyl Aldehyde -165.2929
## conc1:odourDodecyl Aldehyde -164.6816
## conc0.1:odourGeraniol -165.2929
## conc1:odourGeraniol -169.9809
## conc0.1:odourHeptacosane 326.8334
## conc0.1:odourHeptadecane 324.7797
## conc1:odourHeptadecane 314.0084
## conc10:odourHeptadecane 478.8965
## conc0.1:odourHexadecanal 333.2250
## conc1:odourHexadecanal 337.8684
## conc10:odourHexadecanal 482.5880
## conc0.1:odourMethyl Oleate 329.2195
## conc1:odourMethyl Oleate 326.2980
## conc10:odourMethyl Oleate 493.4179
## conc0.1:odourOctanoic Acid 334.2488
## conc1:odourOctanoic Acid 331.3273
## conc0.1:odourtrans-Nerolidol 326.8334
## conc1:odourtrans-Nerolidol 327.4447
## conc0.1:odourBenzoic Acid
## (Intercept) 335.926631
## conc0.1 -432.529541
## conc1 -325.241724
## conc10 -336.738168
## odour2-Heptanone -327.247744
## odour2-Hydroxyhexanoic Acid (DCM) -339.553394
## odour2-Nonanal -324.924005
## odourBenzoic Acid -678.038649
## odourButyric Acid -327.247744
## odourDodecyl Aldehyde 9.490424
## odourEthyl Palmitate 1.858842
## odourGeraniol 9.490424
## odourHeptacosane -327.247744
## odourHeptadecane -322.404407
## odourHexadecanal -323.700596
## odourMethyl Oleate -333.574694
## odourOctadecanol 9.490424
## odourOctanoic Acid -333.401791
## odourtrans-Nerolidol -352.267668
## conc0.1:odour2-Heptanone 432.529541
## conc1:odour2-Heptanone 325.241724
## conc10:odour2-Heptanone 336.738168
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 436.713740
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 329.589213
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 345.228028
## conc0.1:odour2-Nonanal 430.055606
## conc1:odour2-Nonanal 320.967164
## conc10:odour2-Nonanal 330.239357
## conc0.1:odourBenzoic Acid 908.676051
## conc1:odourBenzoic Acid 676.032629
## conc10:odourBenzoic Acid 668.305264
## conc1:odourButyric Acid 325.241724
## conc10:odourButyric Acid 307.902454
## conc0.1:odourDodecyl Aldehyde 95.791372
## conc1:odourDodecyl Aldehyde -11.496444
## conc0.1:odourGeraniol 95.791372
## conc1:odourGeraniol -15.312235
## conc0.1:odourHeptacosane 407.509617
## conc0.1:odourHeptadecane 430.939365
## conc1:odourHeptadecane 316.295689
## conc10:odourHeptadecane 326.909913
## conc0.1:odourHexadecanal 436.556103
## conc1:odourHexadecanal 334.463506
## conc10:odourHexadecanal 332.232193
## conc0.1:odourMethyl Oleate 424.992817
## conc1:odourMethyl Oleate 315.161140
## conc10:odourMethyl Oleate 327.570233
## conc0.1:odourOctanoic Acid 434.580890
## conc1:odourOctanoic Acid 324.749212
## conc0.1:odourtrans-Nerolidol 407.509617
## conc1:odourtrans-Nerolidol 300.221800
## conc1:odourBenzoic Acid
## (Intercept) 344.262901
## conc0.1 -324.522412
## conc1 -411.162396
## conc10 -342.403954
## odour2-Heptanone -326.443412
## odour2-Hydroxyhexanoic Acid (DCM) -336.557507
## odour2-Nonanal -325.918065
## odourBenzoic Acid -728.712789
## odourButyric Acid -326.443412
## odourDodecyl Aldehyde 15.960543
## odourEthyl Palmitate -4.566485
## odourGeraniol 15.960543
## odourHeptacosane -326.443412
## odourHeptadecane -333.126117
## odourHexadecanal -324.056126
## odourMethyl Oleate -337.083774
## odourOctadecanol 15.960543
## odourOctanoic Acid -334.515017
## odourtrans-Nerolidol -377.202572
## conc0.1:odour2-Heptanone 324.522412
## conc1:odour2-Heptanone 411.162396
## conc10:odour2-Heptanone 342.403954
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 325.215599
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 408.153543
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 342.254536
## conc0.1:odour2-Nonanal 311.781965
## conc1:odour2-Nonanal 406.571413
## conc10:odour2-Nonanal 332.553679
## conc0.1:odourBenzoic Acid 676.032629
## conc1:odourBenzoic Acid 1114.182831
## conc10:odourBenzoic Acid 703.991549
## conc1:odourButyric Acid 411.162396
## conc10:odourButyric Acid 281.381281
## conc0.1:odourDodecyl Aldehyde -17.881543
## conc1:odourDodecyl Aldehyde 68.758441
## conc0.1:odourGeraniol -17.881543
## conc1:odourGeraniol 58.494927
## conc0.1:odourHeptacosane 273.763252
## conc0.1:odourHeptadecane 329.447221
## conc1:odourHeptadecane 412.464032
## conc10:odourHeptadecane 339.919100
## conc0.1:odourHexadecanal 329.284274
## conc1:odourHexadecanal 419.246711
## conc10:odourHexadecanal 335.267516
## conc0.1:odourMethyl Oleate 328.519656
## conc1:odourMethyl Oleate 408.317297
## conc10:odourMethyl Oleate 343.918612
## conc0.1:odourOctanoic Acid 327.212946
## conc1:odourOctanoic Acid 407.010588
## conc0.1:odourtrans-Nerolidol 273.763252
## conc1:odourtrans-Nerolidol 360.403236
## conc10:odourBenzoic Acid
## (Intercept) 351.8269
## conc0.1 -335.6483
## conc1 -339.4286
## conc10 -507.3764
## odour2-Heptanone -351.2625
## odour2-Hydroxyhexanoic Acid (DCM) -353.7658
## odour2-Nonanal -337.4345
## odourBenzoic Acid -715.8254
## odourButyric Acid -351.2625
## odourDodecyl Aldehyde 156.1139
## odourEthyl Palmitate 149.7696
## odourGeraniol 156.1139
## odourHeptacosane -351.2625
## odourHeptadecane -338.1455
## odourHexadecanal -338.2846
## odourMethyl Oleate -355.0881
## odourOctadecanol 156.1139
## odourOctanoic Acid -350.5623
## odourtrans-Nerolidol -383.1684
## conc0.1:odour2-Heptanone 335.6483
## conc1:odour2-Heptanone 339.4286
## conc10:odour2-Heptanone 507.3764
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 337.2854
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 339.2397
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 506.7075
## conc0.1:odour2-Nonanal 326.7648
## conc1:odour2-Nonanal 328.9117
## conc10:odour2-Nonanal 492.5671
## conc0.1:odourBenzoic Acid 668.3053
## conc1:odourBenzoic Acid 703.9915
## conc10:odourBenzoic Acid 948.8043
## conc1:odourButyric Acid 339.4286
## conc10:odourButyric Acid 472.2983
## conc0.1:odourDodecyl Aldehyde -171.7281
## conc1:odourDodecyl Aldehyde -167.9478
## conc0.1:odourGeraniol -171.7281
## conc1:odourGeraniol -171.1199
## conc0.1:odourHeptacosane 303.7423
## conc0.1:odourHeptadecane 336.0564
## conc1:odourHeptadecane 326.7784
## conc10:odourHeptadecane 493.0234
## conc0.1:odourHexadecanal 345.3598
## conc1:odourHexadecanal 354.9728
## conc10:odourHexadecanal 500.9313
## conc0.1:odourMethyl Oleate 338.2509
## conc1:odourMethyl Oleate 339.9165
## conc10:odourMethyl Oleate 511.1125
## conc0.1:odourOctanoic Acid 335.4149
## conc1:odourOctanoic Acid 337.0805
## conc0.1:odourtrans-Nerolidol 303.7423
## conc1:odourtrans-Nerolidol 307.5227
## conc1:odourButyric Acid
## (Intercept) 335.228902
## conc0.1 -324.748843
## conc1 -410.176634
## conc10 -340.497265
## odour2-Heptanone -337.236273
## odour2-Hydroxyhexanoic Acid (DCM) -338.286358
## odour2-Nonanal -326.515900
## odourBenzoic Acid -338.222036
## odourButyric Acid -637.987331
## odourDodecyl Aldehyde 3.260991
## odourEthyl Palmitate -1.916423
## odourGeraniol 3.260991
## odourHeptacosane -337.236273
## odourHeptadecane -334.652727
## odourHexadecanal -327.338359
## odourMethyl Oleate -339.410268
## odourOctadecanol 3.260991
## odourOctanoic Acid -335.683053
## odourtrans-Nerolidol -337.729155
## conc0.1:odour2-Heptanone 324.748843
## conc1:odour2-Heptanone 410.176634
## conc10:odour2-Heptanone 340.497265
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 326.771562
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 410.149337
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 338.958642
## conc0.1:odour2-Nonanal 308.520934
## conc1:odour2-Nonanal 402.036543
## conc10:odour2-Nonanal 329.147699
## conc0.1:odourBenzoic Acid 325.241724
## conc1:odourBenzoic Acid 411.162396
## conc10:odourBenzoic Acid 339.428635
## conc1:odourButyric Acid 1011.678749
## conc10:odourButyric Acid 638.166734
## conc0.1:odourDodecyl Aldehyde -15.748422
## conc1:odourDodecyl Aldehyde 69.679369
## conc0.1:odourGeraniol -15.748422
## conc1:odourGeraniol 67.090662
## conc0.1:odourHeptacosane 324.255962
## conc0.1:odourHeptadecane 331.927459
## conc1:odourHeptadecane 408.628567
## conc10:odourHeptadecane 337.395975
## conc0.1:odourHexadecanal 332.421252
## conc1:odourHexadecanal 420.746832
## conc10:odourHexadecanal 335.050360
## conc0.1:odourMethyl Oleate 327.248529
## conc1:odourMethyl Oleate 410.950515
## conc10:odourMethyl Oleate 344.093564
## conc0.1:odourOctanoic Acid 324.231103
## conc1:odourOctanoic Acid 407.933089
## conc0.1:odourtrans-Nerolidol 324.255962
## conc1:odourtrans-Nerolidol 409.683753
## conc10:odourButyric Acid
## (Intercept) 341.5224
## conc0.1 -335.9197
## conc1 -337.4157
## conc10 -503.3012
## odour2-Heptanone -367.6682
## odour2-Hydroxyhexanoic Acid (DCM) -355.8210
## odour2-Nonanal -338.2418
## odourBenzoic Acid -311.6338
## odourButyric Acid -668.4192
## odourDodecyl Aldehyde 135.6330
## odourEthyl Palmitate 154.6933
## odourGeraniol 135.6330
## odourHeptacosane -367.6682
## odourHeptadecane -340.0219
## odourHexadecanal -343.1909
## odourMethyl Oleate -357.8398
## odourOctadecanol 135.6330
## odourOctanoic Acid -352.1721
## odourtrans-Nerolidol -339.6510
## conc0.1:odour2-Heptanone 335.9197
## conc1:odour2-Heptanone 337.4157
## conc10:odour2-Heptanone 503.3012
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 339.1830
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 341.9956
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 500.9841
## conc0.1:odour2-Nonanal 321.5517
## conc1:odour2-Nonanal 321.4438
## conc10:odour2-Nonanal 486.8270
## conc0.1:odourBenzoic Acid 307.9025
## conc1:odourBenzoic Acid 281.3813
## conc10:odourBenzoic Acid 472.2983
## conc1:odourButyric Acid 638.1667
## conc10:odourButyric Acid 991.9751
## conc0.1:odourDodecyl Aldehyde -167.3815
## conc1:odourDodecyl Aldehyde -165.8855
## conc0.1:odourGeraniol -167.3815
## conc1:odourGeraniol -156.3553
## conc0.1:odourHeptacosane 363.9369
## conc0.1:odourHeptadecane 339.8586
## conc1:odourHeptadecane 320.1001
## conc10:odourHeptadecane 488.1680
## conc0.1:odourHexadecanal 350.1133
## conc1:odourHexadecanal 356.6806
## conc10:odourHexadecanal 499.3912
## conc0.1:odourMethyl Oleate 335.5341
## conc1:odourMethyl Oleate 343.3836
## conc10:odourMethyl Oleate 509.5144
## conc0.1:odourOctanoic Acid 330.7543
## conc1:odourOctanoic Acid 338.6038
## conc0.1:odourtrans-Nerolidol 363.9369
## conc1:odourtrans-Nerolidol 365.4329
## conc0.1:odourDodecyl Aldehyde
## (Intercept) -13.924174
## conc0.1 -96.857933
## conc1 15.748422
## conc10 174.021989
## odour2-Heptanone 18.185529
## odour2-Hydroxyhexanoic Acid (DCM) 14.424037
## odour2-Nonanal 12.390390
## odourBenzoic Acid 20.318650
## odourButyric Acid 18.185529
## odourDodecyl Aldehyde -456.587518
## odourEthyl Palmitate -144.688627
## odourGeraniol -155.836460
## odourHeptacosane 18.185529
## odourHeptadecane 15.804914
## odourHexadecanal 12.976889
## odourMethyl Oleate 21.826150
## odourOctadecanol -155.836460
## odourOctanoic Acid 16.861014
## odourtrans-Nerolidol 19.252089
## conc0.1:odour2-Heptanone 96.857933
## conc1:odour2-Heptanone -15.748422
## conc10:odour2-Heptanone -174.021989
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 99.333442
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -9.128308
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -164.686581
## conc0.1:odour2-Nonanal 101.017131
## conc1:odour2-Nonanal -11.542969
## conc10:odour2-Nonanal -165.292905
## conc0.1:odourBenzoic Acid 95.791372
## conc1:odourBenzoic Acid -17.881543
## conc10:odourBenzoic Acid -171.728126
## conc1:odourButyric Acid -15.748422
## conc10:odourButyric Acid -167.381512
## conc0.1:odourDodecyl Aldehyde 872.382038
## conc1:odourDodecyl Aldehyde 459.024625
## conc0.1:odourGeraniol 270.879922
## conc1:odourGeraniol 163.847484
## conc0.1:odourHeptacosane 97.924494
## conc0.1:odourHeptadecane 96.286859
## conc1:odourHeptadecane -14.250817
## conc10:odourHeptadecane -169.516674
## conc0.1:odourHexadecanal 92.860823
## conc1:odourHexadecanal -20.844077
## conc10:odourHexadecanal -171.236410
## conc0.1:odourMethyl Oleate 84.486046
## conc1:odourMethyl Oleate -24.404365
## conc10:odourMethyl Oleate -187.175875
## conc0.1:odourOctanoic Acid 97.299438
## conc1:odourOctanoic Acid -11.590973
## conc0.1:odourtrans-Nerolidol 97.924494
## conc1:odourtrans-Nerolidol -14.681861
## conc1:odourDodecyl Aldehyde
## (Intercept) -10.104904
## conc0.1 11.035981
## conc1 -69.679369
## conc10 169.309548
## odour2-Heptanone 13.593431
## odour2-Hydroxyhexanoic Acid (DCM) 16.555499
## odour2-Nonanal 11.097412
## odourBenzoic Acid 14.514358
## odourButyric Acid 13.593431
## odourDodecyl Aldehyde -456.467175
## odourEthyl Palmitate -149.788924
## odourGeraniol -155.716117
## odourHeptacosane 13.593431
## odourHeptadecane 4.319900
## odourHexadecanal 10.980243
## odourMethyl Oleate 17.153823
## odourOctadecanol -155.716117
## odourOctanoic Acid 15.163770
## odourtrans-Nerolidol 14.053894
## conc0.1:odour2-Heptanone -11.035981
## conc1:odour2-Heptanone 69.679369
## conc10:odour2-Heptanone -169.309548
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -11.386718
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 70.433919
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -169.308020
## conc0.1:odour2-Nonanal -18.887026
## conc1:odour2-Nonanal 71.793845
## conc10:odour2-Nonanal -164.681572
## conc0.1:odourBenzoic Acid -11.496444
## conc1:odourBenzoic Acid 68.758441
## conc10:odourBenzoic Acid -167.947768
## conc1:odourButyric Acid 69.679369
## conc10:odourButyric Acid -165.885488
## conc0.1:odourDodecyl Aldehyde 459.024625
## conc1:odourDodecyl Aldehyde 840.491032
## conc0.1:odourGeraniol 158.273567
## conc1:odourGeraniol 241.952514
## conc0.1:odourHeptacosane -10.575517
## conc0.1:odourHeptadecane -3.965166
## conc1:odourHeptadecane 79.999793
## conc10:odourHeptadecane -157.769049
## conc0.1:odourHexadecanal -12.842516
## conc1:odourHexadecanal 64.689189
## conc10:odourHexadecanal -168.309665
## conc0.1:odourMethyl Oleate -12.622679
## conc1:odourMethyl Oleate 70.068401
## conc10:odourMethyl Oleate -170.740021
## conc0.1:odourOctanoic Acid -11.559427
## conc1:odourOctanoic Acid 71.131654
## conc0.1:odourtrans-Nerolidol -10.575517
## conc1:odourtrans-Nerolidol 70.139833
## conc0.1:odourGeraniol
## (Intercept) -13.924174
## conc0.1 -96.857933
## conc1 15.748422
## conc10 174.021989
## odour2-Heptanone 18.185529
## odour2-Hydroxyhexanoic Acid (DCM) 14.424037
## odour2-Nonanal 12.390390
## odourBenzoic Acid 20.318650
## odourButyric Acid 18.185529
## odourDodecyl Aldehyde -155.836460
## odourEthyl Palmitate -144.688627
## odourGeraniol -456.587518
## odourHeptacosane 18.185529
## odourHeptadecane 15.804914
## odourHexadecanal 12.976889
## odourMethyl Oleate 21.826150
## odourOctadecanol -155.836460
## odourOctanoic Acid 16.861014
## odourtrans-Nerolidol 19.252089
## conc0.1:odour2-Heptanone 96.857933
## conc1:odour2-Heptanone -15.748422
## conc10:odour2-Heptanone -174.021989
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 99.333442
## conc1:odour2-Hydroxyhexanoic Acid (DCM) -9.128308
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -164.686581
## conc0.1:odour2-Nonanal 101.017131
## conc1:odour2-Nonanal -11.542969
## conc10:odour2-Nonanal -165.292905
## conc0.1:odourBenzoic Acid 95.791372
## conc1:odourBenzoic Acid -17.881543
## conc10:odourBenzoic Acid -171.728126
## conc1:odourButyric Acid -15.748422
## conc10:odourButyric Acid -167.381512
## conc0.1:odourDodecyl Aldehyde 270.879922
## conc1:odourDodecyl Aldehyde 158.273567
## conc0.1:odourGeraniol 872.382038
## conc1:odourGeraniol 464.598541
## conc0.1:odourHeptacosane 97.924494
## conc0.1:odourHeptadecane 96.286859
## conc1:odourHeptadecane -14.250817
## conc10:odourHeptadecane -169.516674
## conc0.1:odourHexadecanal 92.860823
## conc1:odourHexadecanal -20.844077
## conc10:odourHexadecanal -171.236410
## conc0.1:odourMethyl Oleate 84.486046
## conc1:odourMethyl Oleate -24.404365
## conc10:odourMethyl Oleate -187.175875
## conc0.1:odourOctanoic Acid 97.299438
## conc1:odourOctanoic Acid -11.590973
## conc0.1:odourtrans-Nerolidol 97.924494
## conc1:odourtrans-Nerolidol -14.681861
## conc1:odourGeraniol
## (Intercept) -9.399273
## conc0.1 11.014368
## conc1 -67.090662
## conc10 174.861852
## odour2-Heptanone 2.151387
## odour2-Hydroxyhexanoic Acid (DCM) 16.440800
## odour2-Nonanal 10.767827
## odourBenzoic Acid 10.747122
## odourButyric Acid 2.151387
## odourDodecyl Aldehyde -172.710465
## odourEthyl Palmitate -144.293141
## odourGeraniol -473.461522
## odourHeptacosane 2.151387
## odourHeptadecane 4.033965
## odourHexadecanal 7.749085
## odourMethyl Oleate 17.041344
## odourOctadecanol -172.710465
## odourOctanoic Acid 14.422477
## odourtrans-Nerolidol 6.449254
## conc0.1:odour2-Heptanone -11.014368
## conc1:odour2-Heptanone 67.090662
## conc10:odour2-Heptanone -174.861852
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) -11.140024
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 71.716195
## conc10:odour2-Hydroxyhexanoic Acid (DCM) -174.942603
## conc0.1:odour2-Nonanal -23.112805
## conc1:odour2-Nonanal 65.262421
## conc10:odour2-Nonanal -169.980862
## conc0.1:odourBenzoic Acid -15.312235
## conc1:odourBenzoic Acid 58.494927
## conc10:odourBenzoic Acid -171.119900
## conc1:odourButyric Acid 67.090662
## conc10:odourButyric Acid -156.355323
## conc0.1:odourDodecyl Aldehyde 163.847484
## conc1:odourDodecyl Aldehyde 241.952514
## conc0.1:odourGeraniol 464.598541
## conc1:odourGeraniol 707.287762
## conc0.1:odourHeptacosane -6.716501
## conc0.1:odourHeptadecane -1.239313
## conc1:odourHeptadecane 73.388810
## conc10:odourHeptadecane -163.504554
## conc0.1:odourHexadecanal -9.561485
## conc1:odourHexadecanal 64.562086
## conc10:odourHexadecanal -172.169919
## conc0.1:odourMethyl Oleate -16.324215
## conc1:odourMethyl Oleate 71.253256
## conc10:odourMethyl Oleate -176.146710
## conc0.1:odourOctanoic Acid -15.104731
## conc1:odourOctanoic Acid 72.472740
## conc0.1:odourtrans-Nerolidol -6.716501
## conc1:odourtrans-Nerolidol 71.388529
## conc0.1:odourHeptacosane
## (Intercept) 326.892631
## conc0.1 -432.755972
## conc1 -324.255962
## conc10 -334.831479
## odour2-Heptanone -338.040606
## odour2-Hydroxyhexanoic Acid (DCM) -341.282245
## odour2-Nonanal -325.521839
## odourBenzoic Acid -287.547896
## odourButyric Acid -338.040606
## odourDodecyl Aldehyde -3.209127
## odourEthyl Palmitate 4.508905
## odourGeraniol -3.209127
## odourHeptacosane -638.791664
## odourHeptadecane -323.931017
## odourHexadecanal -326.982830
## odourMethyl Oleate -335.901188
## odourOctadecanol -3.209127
## odourOctanoic Acid -334.569828
## odourtrans-Nerolidol -312.794251
## conc0.1:odour2-Heptanone 432.755972
## conc1:odour2-Heptanone 324.255962
## conc10:odour2-Heptanone 334.831479
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 438.269703
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 331.585006
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 341.932134
## conc0.1:odour2-Nonanal 426.794575
## conc1:odour2-Nonanal 316.432294
## conc10:odour2-Nonanal 326.833377
## conc0.1:odourBenzoic Acid 407.509617
## conc1:odourBenzoic Acid 273.763252
## conc10:odourBenzoic Acid 303.742350
## conc1:odourButyric Acid 324.255962
## conc10:odourButyric Acid 363.936850
## conc0.1:odourDodecyl Aldehyde 97.924494
## conc1:odourDodecyl Aldehyde -10.575517
## conc0.1:odourGeraniol 97.924494
## conc1:odourGeraniol -6.716501
## conc0.1:odourHeptacosane 909.128914
## conc0.1:odourHeptadecane 433.419603
## conc1:odourHeptadecane 312.460225
## conc10:odourHeptadecane 324.386787
## conc0.1:odourHexadecanal 439.693081
## conc1:odourHexadecanal 335.963627
## conc10:odourHexadecanal 332.015037
## conc0.1:odourMethyl Oleate 423.721691
## conc1:odourMethyl Oleate 317.794358
## conc10:odourMethyl Oleate 327.745185
## conc0.1:odourOctanoic Acid 431.599046
## conc1:odourOctanoic Acid 325.671713
## conc0.1:odourtrans-Nerolidol 458.002327
## conc1:odourtrans-Nerolidol 349.502317
## conc0.1:odourHeptadecane
## (Intercept) 333.264928
## conc0.1 -432.179484
## conc1 -331.927459
## conc10 -335.892624
## odour2-Heptanone -339.421981
## odour2-Hydroxyhexanoic Acid (DCM) -342.107148
## odour2-Nonanal -319.163865
## odourBenzoic Acid -336.941743
## odourButyric Acid -339.421981
## odourDodecyl Aldehyde -3.529357
## odourEthyl Palmitate 1.922349
## odourGeraniol -3.529357
## odourHeptacosane -339.421981
## odourHeptadecane -407.516975
## odourHexadecanal -324.659867
## odourMethyl Oleate -337.069077
## odourOctadecanol -3.529357
## odourOctanoic Acid -329.233214
## odourtrans-Nerolidol -338.181862
## conc0.1:odour2-Heptanone 432.179484
## conc1:odour2-Heptanone 331.927459
## conc10:odour2-Heptanone 335.892624
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 446.660159
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 344.293533
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 341.303644
## conc0.1:odour2-Nonanal 412.927694
## conc1:odour2-Nonanal 325.254187
## conc10:odour2-Nonanal 324.779746
## conc0.1:odourBenzoic Acid 430.939365
## conc1:odourBenzoic Acid 329.447221
## conc10:odourBenzoic Acid 336.056368
## conc1:odourButyric Acid 331.927459
## conc10:odourButyric Acid 339.858596
## conc0.1:odourDodecyl Aldehyde 96.286859
## conc1:odourDodecyl Aldehyde -3.965166
## conc0.1:odourGeraniol 96.286859
## conc1:odourGeraniol -1.239313
## conc0.1:odourHeptacosane 433.419603
## conc0.1:odourHeptadecane 596.681533
## conc1:odourHeptadecane 406.814964
## conc10:odourHeptadecane 410.444928
## conc0.1:odourHexadecanal 437.556335
## conc1:odourHexadecanal 345.886069
## conc10:odourHexadecanal 339.901036
## conc0.1:odourMethyl Oleate 424.429121
## conc1:odourMethyl Oleate 325.994332
## conc10:odourMethyl Oleate 335.470265
## conc0.1:odourOctanoic Acid 428.783228
## conc1:odourOctanoic Acid 330.348438
## conc0.1:odourtrans-Nerolidol 433.419603
## conc1:odourtrans-Nerolidol 333.167578
## conc1:odourHeptadecane
## (Intercept) 326.595012
## conc0.1 -314.377957
## conc1 -408.628567
## conc10 -328.628775
## odour2-Heptanone -324.162891
## odour2-Hydroxyhexanoic Acid (DCM) -325.982640
## odour2-Nonanal -312.886069
## odourBenzoic Acid -327.998355
## odourButyric Acid -324.162891
## odourDodecyl Aldehyde 4.465883
## odourEthyl Palmitate -8.756082
## odourGeraniol 4.465883
## odourHeptacosane -324.162891
## odourHeptadecane -409.701117
## odourHexadecanal -313.683872
## odourMethyl Oleate -327.140147
## odourOctadecanol 4.465883
## odourOctanoic Acid -314.910769
## odourtrans-Nerolidol -326.080623
## conc0.1:odour2-Heptanone 314.377957
## conc1:odour2-Heptanone 408.628567
## conc10:odour2-Heptanone 328.628775
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 319.938411
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 408.534798
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 323.837541
## conc0.1:odour2-Nonanal 290.641912
## conc1:odour2-Nonanal 403.153497
## conc10:odour2-Nonanal 314.008368
## conc0.1:odourBenzoic Acid 316.295689
## conc1:odourBenzoic Acid 412.464032
## conc10:odourBenzoic Acid 326.778429
## conc1:odourButyric Acid 408.628567
## conc10:odourButyric Acid 320.100060
## conc0.1:odourDodecyl Aldehyde -14.250817
## conc1:odourDodecyl Aldehyde 79.999793
## conc0.1:odourGeraniol -14.250817
## conc1:odourGeraniol 73.388810
## conc0.1:odourHeptacosane 312.460225
## conc0.1:odourHeptadecane 406.814964
## conc1:odourHeptadecane 600.585227
## conc10:odourHeptadecane 415.487570
## conc0.1:odourHexadecanal 317.749954
## conc1:odourHexadecanal 416.962487
## conc10:odourHexadecanal 332.363800
## conc0.1:odourMethyl Oleate 319.336202
## conc1:odourMethyl Oleate 409.179491
## conc10:odourMethyl Oleate 334.650757
## conc0.1:odourOctanoic Acid 311.293917
## conc1:odourOctanoic Acid 401.137205
## conc0.1:odourtrans-Nerolidol 312.460225
## conc1:odourtrans-Nerolidol 406.710835
## conc10:odourHeptadecane
## (Intercept) 336.2047
## conc0.1 -325.6483
## conc1 -337.3960
## conc10 -495.1650
## odour2-Heptanone -338.7077
## odour2-Hydroxyhexanoic Acid (DCM) -341.2701
## odour2-Nonanal -324.9194
## odourBenzoic Acid -341.2308
## odourButyric Acid -338.7077
## odourDodecyl Aldehyde 156.4573
## odourEthyl Palmitate 144.9863
## odourGeraniol 156.4573
## odourHeptacosane -338.7077
## odourHeptadecane -412.4106
## odourHexadecanal -325.9270
## odourMethyl Oleate -342.7622
## odourOctadecanol 156.4573
## odourOctanoic Acid -332.1247
## odourtrans-Nerolidol -339.9693
## conc0.1:odour2-Heptanone 325.6483
## conc1:odour2-Heptanone 337.3960
## conc10:odour2-Heptanone 495.1650
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 329.8797
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 337.2473
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 491.9919
## conc0.1:odour2-Nonanal 309.6309
## conc1:odour2-Nonanal 329.5707
## conc10:odour2-Nonanal 478.8965
## conc0.1:odourBenzoic Acid 326.9099
## conc1:odourBenzoic Acid 339.9191
## conc10:odourBenzoic Acid 493.0234
## conc1:odourButyric Acid 337.3960
## conc10:odourButyric Acid 488.1680
## conc0.1:odourDodecyl Aldehyde -169.5167
## conc1:odourDodecyl Aldehyde -157.7690
## conc0.1:odourGeraniol -169.5167
## conc1:odourGeraniol -163.5046
## conc0.1:odourHeptacosane 324.3868
## conc0.1:odourHeptadecane 410.4449
## conc1:odourHeptadecane 415.4876
## conc10:odourHeptadecane 644.4795
## conc0.1:odourHexadecanal 331.4997
## conc1:odourHexadecanal 350.5229
## conc10:odourHexadecanal 496.2430
## conc0.1:odourMethyl Oleate 330.1100
## conc1:odourMethyl Oleate 338.0340
## conc10:odourMethyl Oleate 500.9702
## conc0.1:odourOctanoic Acid 323.4540
## conc1:odourOctanoic Acid 331.3780
## conc0.1:odourtrans-Nerolidol 324.3868
## conc1:odourtrans-Nerolidol 336.1344
## conc0.1:odourHexadecanal
## (Intercept) 343.2261991
## conc0.1 -438.1245921
## conc1 -332.4212524
## conc10 -345.2637686
## odour2-Heptanone -351.5065642
## odour2-Hydroxyhexanoic Acid (DCM) -352.3306819
## odour2-Nonanal -334.6300248
## odourBenzoic Acid -348.3695857
## odourButyric Acid -351.5065642
## odourDodecyl Aldehyde -6.2427956
## odourEthyl Palmitate 0.3192662
## odourGeraniol -6.2427956
## odourHeptacosane -351.5065642
## odourHeptadecane -333.9021347
## odourHexadecanal -411.8056037
## odourMethyl Oleate -347.3447005
## odourOctadecanol -6.2427956
## odourOctanoic Acid -347.1068676
## odourtrans-Nerolidol -349.9380749
## conc0.1:odour2-Heptanone 438.1245921
## conc1:odour2-Heptanone 332.4212524
## conc10:odour2-Heptanone 345.2637686
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 445.8861035
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 340.0576531
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 349.3689172
## conc0.1:odour2-Nonanal 426.5733904
## conc1:odour2-Nonanal 319.1537535
## conc10:odour2-Nonanal 333.2250024
## conc0.1:odourBenzoic Acid 436.5561028
## conc1:odourBenzoic Acid 329.2842738
## conc10:odourBenzoic Acid 345.3598035
## conc1:odourButyric Acid 332.4212524
## conc10:odourButyric Acid 350.1132888
## conc0.1:odourDodecyl Aldehyde 92.8608234
## conc1:odourDodecyl Aldehyde -12.8425162
## conc0.1:odourGeraniol 92.8608234
## conc1:odourGeraniol -9.5614854
## conc0.1:odourHeptacosane 439.6930813
## conc0.1:odourHeptadecane 437.5563351
## conc1:odourHeptadecane 317.7499540
## conc10:odourHeptadecane 331.4997029
## conc0.1:odourHexadecanal 677.1386784
## conc1:odourHexadecanal 419.5359770
## conc10:odourHexadecanal 408.4386719
## conc0.1:odourMethyl Oleate 430.6765509
## conc1:odourMethyl Oleate 327.1605651
## conc10:odourMethyl Oleate 340.4661468
## conc0.1:odourOctanoic Acid 436.6580265
## conc1:odourOctanoic Acid 333.1420407
## conc0.1:odourtrans-Nerolidol 439.6930813
## conc1:odourtrans-Nerolidol 333.9897417
## conc1:odourHexadecanal
## (Intercept) 347.2719267
## conc0.1 -335.2135662
## conc1 -420.7468321
## conc10 -356.0576430
## odour2-Heptanone -356.2506784
## odour2-Hydroxyhexanoic Acid (DCM) -354.4113011
## odour2-Nonanal -334.8230132
## odourBenzoic Acid -354.7505570
## odourButyric Acid -356.2506784
## odourDodecyl Aldehyde -0.1930355
## odourEthyl Palmitate -0.4472420
## odourGeraniol -0.1930355
## odourHeptacosane -356.2506784
## odourHeptadecane -345.7191370
## odourHexadecanal -412.5031401
## odourMethyl Oleate -356.1219881
## odourOctadecanol -0.1930355
## odourOctanoic Acid -346.1298833
## odourtrans-Nerolidol -355.5006177
## conc0.1:odour2-Heptanone 335.2135662
## conc1:odour2-Heptanone 420.7468321
## conc10:odour2-Heptanone 356.0576430
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 338.6790527
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 422.3592951
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 354.0911624
## conc0.1:odour2-Nonanal 315.9465891
## conc1:odour2-Nonanal 409.1760878
## conc10:odour2-Nonanal 337.8683922
## conc0.1:odourBenzoic Acid 334.4635056
## conc1:odourBenzoic Acid 419.2467107
## conc10:odourBenzoic Acid 354.9728265
## conc1:odourButyric Acid 420.7468321
## conc10:odourButyric Acid 356.6806004
## conc0.1:odourDodecyl Aldehyde -20.8440767
## conc1:odourDodecyl Aldehyde 64.6891891
## conc0.1:odourGeraniol -20.8440767
## conc1:odourGeraniol 64.5620859
## conc0.1:odourHeptacosane 335.9636269
## conc0.1:odourHeptadecane 345.8860691
## conc1:odourHeptadecane 416.9624874
## conc10:odourHeptadecane 350.5229475
## conc0.1:odourHexadecanal 419.5359770
## conc1:odourHexadecanal 664.9252894
## conc10:odourHexadecanal 431.9114174
## conc0.1:odourMethyl Oleate 337.6221145
## conc1:odourMethyl Oleate 423.0706449
## conc10:odourMethyl Oleate 361.7893413
## conc0.1:odourOctanoic Acid 331.8399679
## conc1:odourOctanoic Acid 417.2884982
## conc0.1:odourtrans-Nerolidol 335.9636269
## conc1:odourtrans-Nerolidol 421.4968928
## conc10:odourHexadecanal
## (Intercept) 336.1745
## conc0.1 -332.1236
## conc1 -335.0504
## conc10 -503.3600
## odour2-Heptanone -346.3522
## odour2-Hydroxyhexanoic Acid (DCM) -349.0112
## odour2-Nonanal -325.3428
## odourBenzoic Acid -346.5694
## odourButyric Acid -346.3522
## odourDodecyl Aldehyde 157.0078
## odourEthyl Palmitate 149.2873
## odourGeraniol 157.0078
## odourHeptacosane -346.3522
## odourHeptadecane -333.6644
## odourHexadecanal -402.6387
## odourMethyl Oleate -350.7737
## odourOctadecanol 157.0078
## odourOctanoic Acid -331.3503
## odourtrans-Nerolidol -346.4608
## conc0.1:odour2-Heptanone 332.1236
## conc1:odour2-Heptanone 335.0504
## conc10:odour2-Heptanone 503.3600
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 336.2268
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 336.0987
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 502.1587
## conc0.1:odour2-Nonanal 327.2538
## conc1:odour2-Nonanal 328.7011
## conc10:odour2-Nonanal 482.5880
## conc0.1:odourBenzoic Acid 332.2322
## conc1:odourBenzoic Acid 335.2675
## conc10:odourBenzoic Acid 500.9313
## conc1:odourButyric Acid 335.0504
## conc10:odourButyric Acid 499.3912
## conc0.1:odourDodecyl Aldehyde -171.2364
## conc1:odourDodecyl Aldehyde -168.3097
## conc0.1:odourGeraniol -171.2364
## conc1:odourGeraniol -172.1699
## conc0.1:odourHeptacosane 332.0150
## conc0.1:odourHeptadecane 339.9010
## conc1:odourHeptadecane 332.3638
## conc10:odourHeptadecane 496.2430
## conc0.1:odourHexadecanal 408.4387
## conc1:odourHexadecanal 431.9114
## conc10:odourHexadecanal 895.9455
## conc0.1:odourMethyl Oleate 335.5733
## conc1:odourMethyl Oleate 335.9266
## conc10:odourMethyl Oleate 509.6206
## conc0.1:odourOctanoic Acid 327.1230
## conc1:odourOctanoic Acid 327.4762
## conc0.1:odourtrans-Nerolidol 332.0150
## conc1:odourtrans-Nerolidol 334.9418
## conc0.1:odourMethyl Oleate
## (Intercept) 330.472889
## conc0.1 -424.357254
## conc1 -327.248529
## conc10 -339.871209
## odour2-Heptanone -334.136822
## odour2-Hydroxyhexanoic Acid (DCM) -336.811591
## odour2-Nonanal -325.325894
## odourBenzoic Acid -335.407948
## odourButyric Acid -334.136822
## odourDodecyl Aldehyde 5.734387
## odourEthyl Palmitate -1.668685
## odourGeraniol 5.734387
## odourHeptacosane -334.136822
## odourHeptadecane -326.232104
## odourHexadecanal -325.796087
## odourMethyl Oleate -438.210099
## odourOctadecanol 5.734387
## odourOctanoic Acid -334.148235
## odourtrans-Nerolidol -334.772385
## conc0.1:odour2-Heptanone 424.357254
## conc1:odour2-Heptanone 327.248529
## conc10:odour2-Heptanone 339.871209
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 425.939559
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 326.727298
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 338.844441
## conc0.1:odour2-Nonanal 418.772678
## conc1:odour2-Nonanal 320.412151
## conc10:odour2-Nonanal 329.219514
## conc0.1:odourBenzoic Acid 424.992817
## conc1:odourBenzoic Acid 328.519656
## conc10:odourBenzoic Acid 338.250936
## conc1:odourButyric Acid 327.248529
## conc10:odourButyric Acid 335.534110
## conc0.1:odourDodecyl Aldehyde 84.486046
## conc1:odourDodecyl Aldehyde -12.622679
## conc0.1:odourGeraniol 84.486046
## conc1:odourGeraniol -16.324215
## conc0.1:odourHeptacosane 423.721691
## conc0.1:odourHeptadecane 424.429121
## conc1:odourHeptadecane 319.336202
## conc10:odourHeptadecane 330.110016
## conc0.1:odourHexadecanal 430.676551
## conc1:odourHexadecanal 337.622115
## conc10:odourHexadecanal 335.573350
## conc0.1:odourMethyl Oleate 627.582216
## conc1:odourMethyl Oleate 427.755448
## conc10:odourMethyl Oleate 443.472742
## conc0.1:odourOctanoic Acid 424.361058
## conc1:odourOctanoic Acid 324.784643
## conc0.1:odourtrans-Nerolidol 423.721691
## conc1:odourtrans-Nerolidol 326.612966
## conc1:odourMethyl Oleate
## (Intercept) 334.762580
## conc0.1 -316.477749
## conc1 -410.950515
## conc10 -340.882114
## odour2-Heptanone -346.356949
## odour2-Hydroxyhexanoic Acid (DCM) -334.756595
## odour2-Nonanal -326.838595
## odourBenzoic Acid -343.723731
## odourButyric Acid -346.356949
## odourDodecyl Aldehyde -5.474835
## odourEthyl Palmitate -3.105126
## odourGeraniol -5.474835
## odourHeptacosane -346.356949
## odourHeptadecane -337.907741
## odourHexadecanal -329.946839
## odourMethyl Oleate -442.957412
## odourOctadecanol -5.474835
## odourOctanoic Acid -336.339674
## odourtrans-Nerolidol -345.040340
## conc0.1:odour2-Heptanone 316.477749
## conc1:odour2-Heptanone 410.950515
## conc10:odour2-Heptanone 340.882114
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 315.383862
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 407.144375
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 330.466614
## conc0.1:odour2-Nonanal 296.051335
## conc1:odour2-Nonanal 399.394682
## conc10:odour2-Nonanal 326.297987
## conc0.1:odourBenzoic Acid 315.161140
## conc1:odourBenzoic Acid 408.317297
## conc10:odourBenzoic Acid 339.916538
## conc1:odourButyric Acid 410.950515
## conc10:odourButyric Acid 343.383577
## conc0.1:odourDodecyl Aldehyde -24.404365
## conc1:odourDodecyl Aldehyde 70.068401
## conc0.1:odourGeraniol -24.404365
## conc1:odourGeraniol 71.253256
## conc0.1:odourHeptacosane 317.794358
## conc0.1:odourHeptadecane 325.994332
## conc1:odourHeptadecane 409.179491
## conc10:odourHeptadecane 338.033971
## conc0.1:odourHexadecanal 327.160565
## conc1:odourHexadecanal 423.070645
## conc10:odourHexadecanal 335.926592
## conc0.1:odourMethyl Oleate 427.755448
## conc1:odourMethyl Oleate 623.268469
## conc10:odourMethyl Oleate 456.304137
## conc0.1:odourOctanoic Acid 313.138657
## conc1:odourOctanoic Acid 408.401326
## conc0.1:odourtrans-Nerolidol 317.794358
## conc1:odourtrans-Nerolidol 412.267124
## conc10:odourMethyl Oleate
## (Intercept) 344.7571
## conc0.1 -327.6577
## conc1 -344.0936
## conc10 -514.8336
## odour2-Heptanone -361.7595
## odour2-Hydroxyhexanoic Acid (DCM) -354.1386
## odour2-Nonanal -333.5777
## odourBenzoic Acid -361.5845
## odourButyric Acid -361.7595
## odourDodecyl Aldehyde 153.0741
## odourEthyl Palmitate 142.2607
## odourGeraniol 153.0741
## odourHeptacosane -361.7595
## odourHeptadecane -345.4476
## odourHexadecanal -341.3556
## odourMethyl Oleate -463.8089
## odourOctadecanol 153.0741
## odourOctanoic Acid -351.4559
## odourtrans-Nerolidol -361.6720
## conc0.1:odour2-Heptanone 327.6577
## conc1:odour2-Heptanone 344.0936
## conc10:odour2-Heptanone 514.8336
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 338.3008
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 345.0442
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 501.8060
## conc0.1:odour2-Nonanal 309.5570
## conc1:odour2-Nonanal 331.3459
## conc10:odour2-Nonanal 493.4179
## conc0.1:odourBenzoic Acid 327.5702
## conc1:odourBenzoic Acid 343.9186
## conc10:odourBenzoic Acid 511.1125
## conc1:odourButyric Acid 344.0936
## conc10:odourButyric Acid 509.5144
## conc0.1:odourDodecyl Aldehyde -187.1759
## conc1:odourDodecyl Aldehyde -170.7400
## conc0.1:odourGeraniol -187.1759
## conc1:odourGeraniol -176.1467
## conc0.1:odourHeptacosane 327.7452
## conc0.1:odourHeptadecane 335.4703
## conc1:odourHeptadecane 334.6508
## conc10:odourHeptadecane 500.9702
## conc0.1:odourHexadecanal 340.4661
## conc1:odourHexadecanal 361.7893
## conc10:odourHexadecanal 509.6206
## conc0.1:odourMethyl Oleate 443.4727
## conc1:odourMethyl Oleate 456.3041
## conc10:odourMethyl Oleate 741.2695
## conc0.1:odourOctanoic Acid 324.2232
## conc1:odourOctanoic Acid 337.0546
## conc0.1:odourtrans-Nerolidol 327.7452
## conc1:odourtrans-Nerolidol 344.1810
## conc0.1:odourOctanoic Acid
## (Intercept) 329.713607
## conc0.1 -433.089968
## conc1 -324.231103
## conc10 -335.790530
## odour2-Heptanone -323.104905
## odour2-Hydroxyhexanoic Acid (DCM) -337.767052
## odour2-Nonanal -326.765191
## odourBenzoic Acid -326.086748
## odourButyric Acid -323.104905
## odourDodecyl Aldehyde 12.685625
## odourEthyl Palmitate 5.595017
## odourGeraniol 12.685625
## odourHeptacosane -323.104905
## odourHeptadecane -319.660942
## odourHexadecanal -324.636361
## odourMethyl Oleate -331.561988
## odourOctadecanol 12.685625
## odourOctanoic Acid -487.720269
## odourtrans-Nerolidol -324.595827
## conc0.1:odour2-Heptanone 433.089968
## conc1:odour2-Heptanone 324.231103
## conc10:odour2-Heptanone 335.790530
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 434.354134
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 327.597726
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 346.907373
## conc0.1:odour2-Nonanal 432.854781
## conc1:odour2-Nonanal 321.653273
## conc10:odour2-Nonanal 334.248840
## conc0.1:odourBenzoic Acid 434.580890
## conc1:odourBenzoic Acid 327.212946
## conc10:odourBenzoic Acid 335.414890
## conc1:odourButyric Acid 324.231103
## conc10:odourButyric Acid 330.754304
## conc0.1:odourDodecyl Aldehyde 97.299438
## conc1:odourDodecyl Aldehyde -11.559427
## conc0.1:odourGeraniol 97.299438
## conc1:odourGeraniol -15.104731
## conc0.1:odourHeptacosane 431.599046
## conc0.1:odourHeptadecane 428.783228
## conc1:odourHeptadecane 311.293917
## conc10:odourHeptadecane 323.453998
## conc0.1:odourHexadecanal 436.658027
## conc1:odourHexadecanal 331.839968
## conc10:odourHexadecanal 327.122957
## conc0.1:odourMethyl Oleate 424.361058
## conc1:odourMethyl Oleate 313.138657
## conc10:odourMethyl Oleate 324.223181
## conc0.1:odourOctanoic Acid 688.462461
## conc1:odourOctanoic Acid 476.989708
## conc0.1:odourtrans-Nerolidol 431.599046
## conc1:odourtrans-Nerolidol 322.740181
## conc1:odourOctanoic Acid
## (Intercept) 334.003298
## conc0.1 -325.210463
## conc1 -407.933089
## conc10 -336.801435
## odour2-Heptanone -335.325032
## odour2-Hydroxyhexanoic Acid (DCM) -335.712056
## odour2-Nonanal -328.277892
## odourBenzoic Acid -334.402531
## odourButyric Acid -335.325032
## odourDodecyl Aldehyde 1.476403
## odourEthyl Palmitate 4.158576
## odourGeraniol 1.476403
## odourHeptacosane -335.325032
## odourHeptadecane -331.336580
## odourHexadecanal -328.787112
## odourMethyl Oleate -336.309301
## odourOctadecanol 1.476403
## odourOctanoic Acid -489.911709
## odourtrans-Nerolidol -334.863782
## conc0.1:odour2-Heptanone 325.210463
## conc1:odour2-Heptanone 407.933089
## conc10:odour2-Heptanone 336.801435
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 323.798437
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 408.014804
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 338.529545
## conc0.1:odour2-Nonanal 310.133438
## conc1:odour2-Nonanal 400.635804
## conc10:odour2-Nonanal 331.327313
## conc0.1:odourBenzoic Acid 324.749212
## conc1:odourBenzoic Acid 407.010588
## conc10:odourBenzoic Acid 337.080492
## conc1:odourButyric Acid 407.933089
## conc10:odourButyric Acid 338.603772
## conc0.1:odourDodecyl Aldehyde -11.590973
## conc1:odourDodecyl Aldehyde 71.131654
## conc0.1:odourGeraniol -11.590973
## conc1:odourGeraniol 72.472740
## conc0.1:odourHeptacosane 325.671713
## conc0.1:odourHeptadecane 330.348438
## conc1:odourHeptadecane 401.137205
## conc10:odourHeptadecane 331.377952
## conc0.1:odourHexadecanal 333.142041
## conc1:odourHexadecanal 417.288498
## conc10:odourHexadecanal 327.476199
## conc0.1:odourMethyl Oleate 324.784643
## conc1:odourMethyl Oleate 408.401326
## conc10:odourMethyl Oleate 337.054576
## conc0.1:odourOctanoic Acid 476.989708
## conc1:odourOctanoic Acid 660.856744
## conc0.1:odourtrans-Nerolidol 325.671713
## conc1:odourtrans-Nerolidol 408.394339
## conc0.1:odourtrans-Nerolidol
## (Intercept) 326.892631
## conc0.1 -432.755972
## conc1 -324.255962
## conc10 -334.831479
## odour2-Heptanone -338.040606
## odour2-Hydroxyhexanoic Acid (DCM) -341.282245
## odour2-Nonanal -325.521839
## odourBenzoic Acid -287.547896
## odourButyric Acid -338.040606
## odourDodecyl Aldehyde -3.209127
## odourEthyl Palmitate 4.508905
## odourGeraniol -3.209127
## odourHeptacosane -338.040606
## odourHeptadecane -323.931017
## odourHexadecanal -326.982830
## odourMethyl Oleate -335.901188
## odourOctadecanol -3.209127
## odourOctanoic Acid -334.569828
## odourtrans-Nerolidol -463.169780
## conc0.1:odour2-Heptanone 432.755972
## conc1:odour2-Heptanone 324.255962
## conc10:odour2-Heptanone 334.831479
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 438.269703
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 331.585006
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 341.932134
## conc0.1:odour2-Nonanal 426.794575
## conc1:odour2-Nonanal 316.432294
## conc10:odour2-Nonanal 326.833377
## conc0.1:odourBenzoic Acid 407.509617
## conc1:odourBenzoic Acid 273.763252
## conc10:odourBenzoic Acid 303.742350
## conc1:odourButyric Acid 324.255962
## conc10:odourButyric Acid 363.936850
## conc0.1:odourDodecyl Aldehyde 97.924494
## conc1:odourDodecyl Aldehyde -10.575517
## conc0.1:odourGeraniol 97.924494
## conc1:odourGeraniol -6.716501
## conc0.1:odourHeptacosane 458.002327
## conc0.1:odourHeptadecane 433.419603
## conc1:odourHeptadecane 312.460225
## conc10:odourHeptadecane 324.386787
## conc0.1:odourHexadecanal 439.693081
## conc1:odourHexadecanal 335.963627
## conc10:odourHexadecanal 332.015037
## conc0.1:odourMethyl Oleate 423.721691
## conc1:odourMethyl Oleate 317.794358
## conc10:odourMethyl Oleate 327.745185
## conc0.1:odourOctanoic Acid 431.599046
## conc1:odourOctanoic Acid 325.671713
## conc0.1:odourtrans-Nerolidol 909.128914
## conc1:odourtrans-Nerolidol 499.877846
## conc1:odourtrans-Nerolidol
## (Intercept) 330.7119019
## conc0.1 -324.8620586
## conc1 -409.6837525
## conc10 -339.5439199
## odour2-Heptanone -342.6327042
## odour2-Hydroxyhexanoic Acid (DCM) -339.1507834
## odour2-Nonanal -326.8148174
## odourBenzoic Acid -293.3521878
## odourButyric Acid -342.6327042
## odourDodecyl Aldehyde -3.0887843
## odourEthyl Palmitate -0.5913911
## odourGeraniol -3.0887843
## odourHeptacosane -342.6327042
## odourHeptadecane -335.4160320
## odourHexadecanal -328.9794763
## odourMethyl Oleate -340.5735147
## odourOctadecanol -3.0887843
## odourOctanoic Acid -336.2670717
## odourtrans-Nerolidol -468.3679749
## conc0.1:odour2-Heptanone 324.8620586
## conc1:odour2-Heptanone 409.6837525
## conc10:odour2-Heptanone 339.5439199
## conc0.1:odour2-Hydroxyhexanoic Acid (DCM) 327.5495433
## conc1:odour2-Hydroxyhexanoic Acid (DCM) 411.1472331
## conc10:odour2-Hydroxyhexanoic Acid (DCM) 337.3106957
## conc0.1:odour2-Nonanal 306.8904181
## conc1:odour2-Nonanal 399.7691075
## conc10:odour2-Nonanal 327.4447094
## conc0.1:odourBenzoic Acid 300.2218004
## conc1:odourBenzoic Acid 360.4032361
## conc10:odourBenzoic Acid 307.5227067
## conc1:odourButyric Acid 409.6837525
## conc10:odourButyric Acid 365.4328747
## conc0.1:odourDodecyl Aldehyde -14.6818613
## conc1:odourDodecyl Aldehyde 70.1398326
## conc0.1:odourGeraniol -14.6818613
## conc1:odourGeraniol 71.3885292
## conc0.1:odourHeptacosane 349.5023168
## conc0.1:odourHeptadecane 333.1675777
## conc1:odourHeptadecane 406.7108354
## conc10:odourHeptadecane 336.1344123
## conc0.1:odourHexadecanal 333.9897417
## conc1:odourHexadecanal 421.4968928
## conc10:odourHexadecanal 334.9417818
## conc0.1:odourMethyl Oleate 326.6129659
## conc1:odourMethyl Oleate 412.2671242
## conc10:odourMethyl Oleate 344.1810391
## conc0.1:odourOctanoic Acid 322.7401811
## conc1:odourOctanoic Acid 408.3943394
## conc0.1:odourtrans-Nerolidol 499.8778457
## conc1:odourtrans-Nerolidol 885.4505973